Fireworks movie review & film summary (2018) Roger Ebert

80 + FREE Courses : Updated Today !!

80 + FREE Courses : Updated Today !!
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submitted by ViralMedia007 to FREECoursesEveryday [link] [comments]

IM Academy (Formally known as iMarketlive)

Hello.
There have been both positive and negative comments about IM Academy. Some people believe it's a pyramid scheme while others believe it's the real deal.
I'm here to give my thoughts on what I have experienced since joining IM Academy. Since day one, there has been nothing but support and motivation from every individual I have come in contact with. In our group, we have over 2000 members. I am learning A LOT about FOREX, HFX, DCX, how to be an IBO (Independent Business Owner) and more!
Do they promote? YES, they do promote the EDUCATION, the SKILL SET, the TRAININGS, the WEBINARS, SUPPORTING not just your team, but others, they promote having a positive MIND SET and reaching out to your MENTORS! They encourage you to inform others of these opportunities in the same way you would inform others of your favorite TV Show, restaurant, sports team, your favorite drink, etc. Do you HAVE to inform others of this life changing skill set that can possibly enhance not only your finances, but your way of life? NO, you do NOT HAVE to say one word about it.
The only difference between them encouraging you to tell others about the Academy, the MILLIONAIRE skills you LEARN as you EARN vs. talking about your favorite eatery is that in doing so you have the opportunity to gain residual income. For those who do not know what Residual Income is: simply put, you are able to have an additional stream of income. Who would not want to have an additional stream of income just by simply telling others what you do and they decide to join your team? All you are doing is telling someone about the opportunity to join IM Academy to learn the same skills used by Millionaires! It's up them to decide if they would like to take advantage of the opportunity or not.
There are several individuals who are making 6, 7 and even 8 figures by using the skill set and/or telling someone else of this opportunity. Some of these individuals are just like you and me and some are the Educators which we do have over 100 of. They offer LIVE TRAININGS where you can ask them questions right then and there if need be.
I have read some comments about how you can find this information on YouTube or other online platforms. Maybe you can, BUT it will NOT be well put together, it may not be as accurate and will you have access to Mentors including Millionaire mentors whenever you need help with something like you do with IM Academy?
I've also heard people have said, if you only invest $50 into your account once you get started, it will be gone in no time. More than likely, people who make these comments did NOT attend the trainings and they did NOT use proper risk management. We have SEVERAL trainings through the week and one of the most important training is called the TRADING Plan! This plan teaches you exactly how NOT to over leverage your account. It also teaches you how much to risk for your account size, knowing this will let you know how many trades per a day you can take. If you do exactly what you are taught, your account will not go negative and you would not be posting angry comments about how IM Academy is not what it says it is. Not only do we have trainings by our peers that teach you this, but we also learn this in the Academy Education with the Educators.
Simple Run Down:
Have you ever opened a Bank Account and they had you filled out all these forms that had a bunch of big fancy terminology on them? Well, that fancy terminology means, you are agreeing to allow the banks to invest YOUR money for you. In turn they give you 1% or LESS within a certain amount of MONTHS or even YEARS! You see, what they are doing is investing YOUR money in the FOREX market. They basically flip YOUR funds into profit within a matter of a few days to a few MINUTES and give you the PENNIES of what they made from YOUR money.
Did you know according to glassdoor.com, the national average for a FOREX Trader at a BANK makes around $92,327 a year. To most people that is a LOT of money, but what if I told you they have actually learned a skill that can allow them to make that in a MONTH or LESS? How would YOU like to learn how to do the SAME THING!
This is a financially life changing skill that you can learn to possibly have a better life! You Do NOT need to have experience. You DO NOT need to talk to other people to join YOUR team. This is NOT a SCAM, it is not a GET RICH QUICK solution, but you can become wealthy if you learn and put those skills to use. ANYONE can do this! I do NOT care if you did not graduate High School, if you are a Janitorial Custodian, an Exotic Dancer or a Multi-Millionaire who is looking to gain even more income. You are NOT ALONE with IM Academy. WE are in this together!
What is FOREX? It is simple the Foreign Exchange Market. It is much bigger than the Stock Market, as FOREX is worldwide and trades over $5 Trillion daily! Yes, you read that right, over $5 TRILLION daily! I think there is enough for you to get a piece of the pie.
What is HFX? HFX stands for High Frequency Forex also known as Binary Options. You can buy and sell within a matter of minutes. Which means you can gain profits or lose within 1 to 30 minutes on average. YES, that's right! You do have the possibility of increasing your funds with HFX in as little as 1 minute! BUT, DISCLAIMER: We do NOT recommend you doing this type of trade on your own. With our Academy we have highly skilled Educators who will teach you THEIR technique. Yes, that's right, we have Millionaire Educators who created their own program and will teach you how to use it in order to get significant profits with HFX.
What is DCX? DCX is Cryptocurrency, such as your Bitcoin, Litecoin, Ethereum, Ripple and more! Remember, the guy who purchased a home with Bitcoin several years ago? Well, today it's becoming a lot more popular. People are able to purchase several types of assets using Cryptocurrency, especially since over 10,000 retailers are now accepting Cryptocurrency as payment. Oh, did I forget to mention The Federal Reserve Bank of Boston is working with the Massachusetts Institute of Technology (MIT) to develop a "hypothetical" digital currency platform. Now, ask yourself, why would the Federal Reserve Bank "hypothetically" create a digital currency platform? Why would they "hypothetical" spend MILLIONS of dollars in creating a "hypothetical" anything?
Bottom line for me is, our world has and is continuing to change. When I was a child, I only saw self driving cars, smart homes, weird types of currencies being used in movies. Look around, what do you see in real life today?
I am not trying to convince you to join me and my team so that I can have residual income. I am giving you vital information to possible help secure your future. FOREX is exchanging over $5 Trillion dollars EVERY SINGLE DAY! Me, YOU, YOUR families, YOUR friends have the opportunity to get in NOW on skills that eventually everyone will have to learn at some point in their lives. You might as well do it NOW, go at your own pace, so you do NOT have to rush to figure it out later.
I sure hope this answered your questions. If you have more questions or would like to know more information, PLEASE respond to me here or send me an e-mail, [email protected].
submitted by Neat-Impact-5088 to u/Neat-Impact-5088 [link] [comments]

Just 2 more Conspiracy Theories that turned out to be True

(i couldn't post in the previous one , word limit )

1.Big Brother or the Shadow Government

It is also called the “Deep State” by Peter Dale Scott, a professor at the University of California, Berkeley.
A shadow government is a "government-in-waiting" that remains in waiting with the intention of taking control of a government in response to some event. It turned out this was true on 9/11, when it was told to us by our mainstream media. For years, this was ridiculed as a silly, crazy conspiracy theory and, like the others listed here, turned out to be 100% true. It is also called the Continuity of Government.
The Continuity of Government (COG) is the principle of establishing defined procedures that allow a government to continue its essential operations in case of nuclear war or other catastrophic event. Since the end of the cold war, the policies and procedures for the COG have been altered according to realistic threats of that time.
These include but are not limited to a possible coup or overthrow by right wing terrorist groups, a terrorist attack in general, an assassination, and so on. Believe it or not the COG has been in effect since 2001.After 9/11, it went into action.
Now here is the kicker, many of the figures in Iran Contra, the Watergate Scandal, the alleged conspiracy to assassinate Kennedy, and many others listed here are indeed members of the COG. This is its own conspiracy as well.
The Secret Team:
The CIA and Its Allies in Control of the United States and the World is a book written by Air Force Col. L Fletcher Prouty, published in 1973.
From 1955 to 1963 Prouty was the "Focal Point Officer" for contacts between the CIA and the Pentagon on matters relating to military support for "black operations" but he was not assigned to the CIA and was not bound by any oath of secrecy. (From the first page of the 1974 Printing)
It was one of the first tell-all books about the inner workings of the CIA and was an important influence on the Oliver Stone movie JFK. But the main thrust of the book is how the CIA started as a think tank to analyze intelligence gathered from military sources but has grown to the monster it has become. The CIA had no authority to run their own agents or to carry out covert operations but they quickly did both and much more. This book tells about things they actually did and a lot about how the operate. In Prouty's own words, from the 1997 edition of The Secret Team: This is the fundamental game of the Secret Team. They have this power because they control secrecy and secret intelligence and because they have the ability to take advantage of the most modern communications system in the world, of global transportation systems, of quantities of weapons of all kinds, and when needed, the full support of a world-wide U.S. military supporting base structure.
They can use the finest intelligence system in the world, and most importantly, they have been able to operate under the canopy of an assumed, ever-present enemy called "Communism." It will be interesting to see what "enemy" develops in the years ahead. It appears that "UFO's and Aliens" are being primed to fulfill that role for the future.
To top all of this, there is the fact that the CIA, itself, has assumed the right to generate and direct secret operations. "He is not the first to allege that UFOs and Aliens are going to be used as a threat against the world to globalize the planet under One government."
The Report from Iron Mountain
The Report from Iron Mountain is a book, published in 1967 (during the Johnson Administration) by Dial Press, that states that it is the report of a government panel.
According to the report, a 15-member panel, called the Special Study Group, was set up in 1963 to examine what problems would occur if the U.S. entered a state of lasting peace.
They met at an underground nuclear bunker called Iron Mountain (as well as other, worldwide locations) and worked over the next two years. Iron Mountain is where the government has stored the flight 93 evidence from 9/11.A member of the panel, one "John Doe", a professor at a college in the Midwest, decided to release the report to the public. The heavily footnoted report concluded that peace was not in the interest of a stable society, that even if lasting peace, "could be achieved, it would almost certainly not be in the best interests of society to achieve it." War was a part of the economy.
Therefore, it was necessary to conceive a state of war for a stable economy. The government, the group theorized, would not exist without war, and nation states existed in order to wage war. War also served a vital function of diverting collective aggression. They recommended that bodies be created to emulate the economic functions of war.
They also recommended "blood games" and that the government create alternative foes that would scare the people with reports of alien life-forms and out of control pollution.
Another proposal was the reinstitution of slavery.
U.S. News and World Report claimed in its November 20, 1967 issue to have confirmation of the reality of the report from an unnamed government official, who added that when President Johnson read the report, he 'hit the roof' and ordered it to be suppressed for all time.
Additionally, sources were said to have revealed that orders were sent to U.S. embassies, instructing them to emphasize that the book had no relation to U.S. Government policy.
Project Blue Beam is also a common conspiracy theory that alleges that a faked alien landing would be used as a means of scaring the public into whatever global system is suggested. Some researchers suggest the Report from Iron Mountain might be fabricated, others swear it is real.
Bill Moyers, the American journalist and public commentator, has served as White House Press Secretary in the United States President Lyndon B. Johnson Administration from 1965 to 1967. He worked as a news commentator on television for ten years. Moyers has had an extensive involvement with public television, producing documentaries and news journal programs.
He has won numerous awards and honorary degrees. He has become well known as a trenchant critic of the U.S. media. Since 1990, Moyers has been President of the Schumann Center for Media and Democracy. He is considered by many to be a very credible outlet for the truth. He released a documentary titled, The Secret Government, which exposed the inner workings of a secret government much more vast that most people would ever imagine.
Though originally broadcast in 1987, it is even more relevant today. Interviews with respected top military, intelligence, and government insiders reveal both the history and secret objectives of powerful groups in the hidden shadows of our government.
Here is that documentary:
vid
For another powerful, highly revealing documentary on the manipulations of the secret government produced by BBC, click here.
The intrepid BBC team clearly shows how the War on Terror is largely a fabrication.
For those interested in very detailed information on the composition of the shadow or secret government from a less well-known source, take a look at the summary available here.

2. The Federal Reserve Bank

The fundamental promise of a central bank like the Federal Reserve is economic stability.
The theory is that manipulating the value of the currency allows financial booms to go higher, and crashes to be more mild. If growth becomes speculative and unsustainable, the central bank can make the price of money go up and force some deleveraging of risky investments - again, promising to make the crashes more mild.
The period leading up to the American revolution was characterized by increasingly authoritarian legislation from England. Acts passed in 1764 had a particularly harsh effect on the previously robust colonial economy.
The Sugar Act was in effect a tax cut on easily smuggled molasses, and a new tax on commodities that England more directly controlled trade over. The navy would be used in increased capacity to enforce trade laws and collect duties.
Perhaps even more significant than the militarization and expansion of taxes was the Currency Act passed later in the year 1764.
"The colonies suffered a constant shortage of currency with which to conduct trade. There were no gold or silver mines and currency could only be obtained through trade as regulated by Great Britain. Many of the colonies felt no alternative to printing their own paper money in the form of Bills of Credit."
The result was a true free market of currency - each bank competed, exchange rates fluctuated wildly, and merchants were hesitant to accept these notes as payment.
Of course, they didn't have 24-hour digital Forex markets, but I'll hold off opinions on the viability of unregulated currency for another time.
England's response was to seize control of the colonial money supply - forbidding banks, cities, and colony governments from printing their own. This law, passed so soon after the Sugar Act, started to really bring revolutionary tension inside the colonies to a higher level.
American bankers had learned early on that debasing a currency through inflation is a helpful way to pay off perpetual trade deficits - but Britain proved that the buyer of the currency would only take the deal for so long...
Following the (first) American Revolution, the "First Bank of the United States" was chartered to pay off collective war debts, and effectively distribute the cost of the revolution proportionately throughout all of the states. Although the bank had vocal and harsh skeptics, it only controlled about 20% of the nation's money supply.
Compared to today's central bank, it was nothing.
Thomas Jefferson argued vocally against the institution of the bank, mostly citing constitutional concerns and the limitations of government found in the 10th amendment.
There was one additional quote that hints at the deeper structural flaw of a central bank in a supposedly free capitalist economy.
"The existing banks will, without a doubt, enter into arrangements for lending their agency, and the more favorable, as there will be a competition among them for it; whereas the bill delivers us up bound to the national bank, who are free to refuse all arrangement, but on their own terms, and the public not free, on such refusal, to employ any other bank" –Thomas Jefferson.Basically, the existing banks will fight over gaining favor with the central bank - rather than improving their performance relative to a free market.
The profit margins associated with collusion would obviously outweigh the potential profits gained from legitimate business.
The Second Bank of the United States was passed five years after the first bank's charter expired. An early enemy of central banking, President James Madison, was looking for a way to stabilize the currency in 1816. This bank was also quite temporary - it would only stay in operation until 1833 when President Andrew Jackson would end federal deposits at the institution.
The charter expired in 1836 and the private corporation was bankrupt and liquidated by 1841.While the South had been the major opponent of central banking systems, the end of the Civil War allowed for (and also made necessary) the system of national banks that would dominate the next fifty years.
The Office of the Comptroller of the Currency (OCC) says that this post-war period of a unified national currency and system of national banks "worked well." [3] Taxes on state banks were imposed to encourage people to use the national banks - but liquidity problems persisted as the money supply did not match the economic cycles.
Overall, the American economy continued to grow faster than Europe, but the period did not bring economic stability by any stretch of the imagination. Several panics and runs on the bank - and it became a fact of life under this system of competing nationalized banks. In 1873, 1893, 1901, and 1907 significant panics caused a series of bank failures.
The new system wasn't stable at all, in fact, many suspected it was wrought with fraud and manipulation.
The Federal Reserve Bank of Minneapolis is not shy about attributing the causes of the Panic of 1907 to financial manipulation from the existing banking establishment.
"If Knickerbocker Trust would falter, then Congress and the public would lose faith in all trust companies and banks would stand to gain, the bankers reasoned."
In timing with natural economic cycles, major banks including J.P. Morgan and Chase launched an all-out assault on Heinze's Knickerbocker Trust.
Financial institutions on the inside started silently selling off assets in the competitor, and headlines about a few bad loans started making top spots in the newspapers.
The run on Knickerbocker turned into a general panic - and the Federal Government would come to the rescue of its privately owned "National Banks.
"During the Panic of 1907, "Depositors 'run' on the Knickerbocker Bank. J.P. Morgan and James Stillman of First National City Bank (Citibank) act as a "central bank," providing liquidity ... [to stop the bank run] President Theodore Roosevelt provides Morgan with $25 million in government funds ... to control the panic. Morgan, acting as a one-man central bank, decides which firms will fail and which firms will survive."
How did JP Morgan get so powerful that the government would provide them with funding to increase their power? They had key influence with positions inside the Administrations.
They had senators, congressmen, lobbyists, media moguls all working for them.
In 1886, a group of millionaires purchased Jekyll Island and converted it into a winter retreat and hunting ground, the USA's most exclusive club. By 1900, the club's roster represented 1/6th of the world's wealth. Names like Astor, Vanderbilt, Morgan, Pulitzer and Gould filled the club's register. Non- members, regardless of stature, were not allowed. Dignitaries like Winston Churchill and President McKinley were refused admission.
In 1908, the year after a national money panic purportedly created by J. P. Morgan, Congress established, in 1908, a National Monetary Authority. In 1910 another, more secretive, group was formed consisting of the chiefs of major corporations and banks in this country. The group left secretly by rail from Hoboken, New Jersey, and traveled anonymously to the hunting lodge on Jekyll Island.
In fact, the Clubhouse/hotel on the island has two conference rooms named for the "Federal Reserve." The meeting was so secret that none referred to the other by his last name. Why the need for secrecy?
Frank Vanderlip wrote later in the Saturday Evening Post,
"...it would have been fatal to Senator Aldrich's plan to have it known that he was calling on anybody from Wall Street to help him in preparing his bill...I do not feel it is any exaggeration to speak of our secret expedition to Jekyll Island as the occasion of the actual conception of what eventually became the Federal Reserve System."
At Jekyll Island, the true draftsman for the Federal Reserve was Paul Warburg. The plan was simple.
The new central bank could not be called a central bank because America did not want one, so it had to be given a deceptive name. Ostensibly, the bank was to be controlled by Congress, but a majority of its members were to be selected by the private banks that would own its stock.
To keep the public from thinking that the Federal Reserve would be controlled from New York, a system of twelve regional banks was designed. Given the concentration of money and credit in New York, the Federal Reserve Bank of New York controlled the system, making the regional concept initially nothing but a ruse.
The board and chairman were to be selected by the President, but in the words of Colonel Edward House, the board would serve such a term as to "put them out of the power of the President."
The power over the creation of money was to be taken from the people and placed in the hands of private bankers who could expand or contract credit as they felt best suited their needs. Why the opposition to a central bank? Americans at the time knew of the destruction to the economy the European central banks had caused to their respective countries and to countries who became their debtors.
They saw the large- scale government deficit spending and debt creation that occurred in Europe. But European financial moguls didn't rest until the New World was within their orbit. In 1902, Paul Warburg, a friend and associate of the Rothschilds and an expert on European central banking, came to this country as a partner in Kuhn, Loeb and Company.
He married the daughter of Solomon Loeb, one of the founders of the firm. The head of Kuhn, Loeb was Jacob Schiff, whose gift of $20 million in gold to the struggling Russian communists in 1917 no doubt saved their revolution. The Fed controls the banking system in the USA, not the Congress nor the people indirectly (as the Constitution dictates). The U.S. central bank strategy is a product of European banking interests.
Government interventionists got their wish in 1913 with the Federal Reserve (and income tax amendment). Just in time, too, because the nation needed a new source of unlimited cash to finance both sides of WW1 and eventually our own entry to the war.
After the war, with both sides owing us debt through the federal reserve backed banks, the center of finance moved from London to New York. But did the Federal Reserve reign in the money trusts and interlocking directorates? Not by a long shot. If anything, the Federal Reserve granted new powers to the National Banks by permitting overseas branches and new types of banking services.
The greatest gift to the bankers, was a virtually unlimited supply of loans when they experience liquidity problems.
From the early 1920s to 1929, the monetary supply expanded at a rapid pace and the nation experienced wild economic growth. Curiously, however, the number of banks started to decline for the first time in American history. Toward the end of the period, speculation and loose money had propelled asset and equity prices to unreal levels.
The stock market crashed, and as the banks struggled with liquidity problems, the Federal Reserve actually cut the money supply. Without a doubt, this is the greatest financial panic and economic collapse in American history - and it never could have happened on this scale without the Fed's intervention.
The number of banks crashed and a few of the old robber barons' banks managed to swoop in and grab up thousands of competitors for pennies on the dollar.
See:
America - From Freedom to Fascism The Money Masters Monopoly Men (below video):
VID
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Weekly Roundup | Random Chat | Notifications

News roundup for the previous week.
In International news
  1. Chinese in Australia have setup their own safety networks due to lack of police response
  2. China Is Our Last Diplomatic Hope for North Korea
  3. Mass deportation of Chinese from #Fiji in latest offshore crackdown by Beijing: Fijian and Chinese law enforcement agencies arrest 77 in joint operation similar to others carried out in Indonesia and Cambodia
  4. Launch of China- #Malaysia rail link signals stronger ties: China is funding the 620km-long rail link stretching from Tumpat town, near Malaysia's border with Thailand, to Kuantan Port, before cutting through the mountainous central region to Port Klang, Malaysia's busiest port
  5. #Canadians Have Worse Impression Of U.S. Government Than China: Abacus Poll 49% said they had a "very negative" impression of the U.S. 22% for China. Co-author said it was "remarkable" Canadians having more favourable views of China and Russia than of the "passionate defender of individual freedoms"
  6. China hands Trump a win on North Korea crisis
  7. Taiwan calls time on Mongolia and Tibet affairs commission
  8. South Korean's Leader Bluntly Warns U.S. Against Striking North (Apparently not important enough to make it on Google News Headlines)
  9. Fighting for Chinatown
  10. China won’t allow regime change in N. Korea – fmr US diplomat
  11. Ukraine seeks greater presence in China's agro products market
  12. China tells ‘imperfect’ US to mind its own business over religious freedom criticism
  13. Asian Americans Are Targeted For Hate Crimes More Than We Think
  14. The Shanghai Cooperation Organization (#SCO) completed a joint anti-terrorist drill in Russia's Yaroslavl region located northeast of Moscow, Russia's Federal Security Service (FSB) said
  15. Man Gets Sentenced To Life For Killing USC Student From China
  16. Beijing signs deals with Nepal
  17. Chinese universities rise in world university academic rankings
  18. China's New Base in Djibouti to Aid Economic Expansion in #Africa. Currently, China mainly imports minerals and oil from Africa, but its long-term plan is to build factories on the continent and move some of its manufacturing there to take advantage of the cheaper labor and geographic position
  19. Hard-pedaling Soft Power, China Helps Launch $13B Belt and Road Rail Project in #Malaysia: "The ECRL is indeed yet another 'game changer' and a 'mindset changer' for Malaysia as it will significantly cut travel time to and from the east coast of the peninsula," Malaysian Prime Minister said
  20. 'Economic war with China is everything' Steve Bannon got removed (lol)
  21. Chinese Yang Jiayu wins women's 20km race walk at London World Championships
  22. Asian woman says she quit Google due to racial discrimination
  23. Chinese-Americans concerned about new Texas immigration law
  24. Chinese and #African media houses vow to deepen cooperation in information sharing, best practice and training to improve the dissemination of information
  25. #Pakistan, China sign documents to enhance cooperation in the fields of education and infrastructure development
  26. Former Shanghai teacher now a tribal chief in Nigeria
  27. ‘Duterte wants joint exploration with China’ Foreign Affairs Secretary Alan Peter Cayetano said
In Domestic news
  1. Two arrested in 22-year murder case, one suspect award-winning writer, member of Chinese Writers Association [Chinese]
  2. HK Democracy activist Howard Lam, (aka Staples-Tortured Chub), arrested for misleading police over kidnap claim
  3. Sinopec goes big on geothermal
  4. China Launches ‘Special Crackdown’ on Pyramid Schemes
  5. Police may look into mental health of Hong Kong democracy activist Howard Lam after kidnap claim suspecting mental issues and the stapling was an act of self-harm
  6. 1,290 meters! The main construction of the world's longest 3-tower cable-stayed railway bridge has completed in China
  7. Hong Kong activist Joshua Wong jailed over Occupy protests
  8. China is investigating its major social media sites, including Baidu, WeChat and Weibo, for potentially breaching cybersecurity laws
  9. China’s Major Social Platforms to Cooperate With Authorities in #Cybersecurity: Tieba communication platform, the WeChat messenger and Weibo made separate statements earlier in the day declaring their readiness to actively cooperate with the CAC
  10. China Launches World's Largest Floating #Solar Power Plant: over 160,000 solar panels spreading over 86 hectares of water surface, can provide energy for some 15,000 houses annually
In SciTech news
  1. #Nanochemistry meets macrostructures: Chinese scientists report the synthesis of a macroscopic aerogel from carbonitride nanomaterials which is an excellent catalyst for the water-splitting reaction under visible-light irradiation
  2. Light, strong alloy may alter design of aircraft: The nano ceramic aluminum alloy was developed at Shanghai Jiao Tong University. The new material has already been used in the Tiangong-1 and Tiangong-2 space labs, quantum satellites and meteorological satellites
  3. Converting greenhouse gas to value-added syngas takes a big step forward
  4. China to build first #Mars simulation base: Situated at the Qaidam basin in western Qinghai, Haixi was chosen for its Mars-like landform, landscape and climate
  5. Seeking Greater Global Power, China Looks to Robots and Microchips
  6. Earliest-Known Winged #Mammal Relatives Discovered In China: When you think about the Jurassic Period, you probably think of massive dinosaurs. But now scientists say there were also gliders, akin to today's flying squirrels . Maiopatagium furculiferum and Vilevolodon diplomylos
  7. Chinese satellite sends 'hack-proof' message: The #Micius satellite beamed messages to two mountain-top receiving stations 645 km (400 miles) and 1,200 km away. Complicated optics on the Chinese satellite protect messages with entangled photons
  8. New Privacy Mode Added to DJI Drones, US Army Released Memo to Grant Exception to DJI Ban Pending this New Privacy Mode
  9. Scientists have cloned genetically modified piglets that may prove a safe source of organs for transplants into humans. The piglets, born in a lab in Yunnan, do not carry the active infectious viral gene which has impeded the process of pig-to-human transplantation for more than a decade
  10. China to establish intercontinental ‘hack-proof’ #quantum links with Australia, Europe: Further experiments this year will evolve ground stations in Germany and Italy, Pan added, bringing the project closer to the planned Asian-European secure communication network
  11. Woman Becomes First Person to Be Cryopreserved in China
  12. Novel Thruster Design Could Enable Deeper Travel Into Space
  13. China launches brain-imaging factory
  14. Chinese scientists reveal how itch turns into scratch. In a study published in the U.S. journal Science, researchers reported the discovery of a central neural circuit that moves itch signal from the spinal cord to a part of the brainstem called the parabrachial nucleus (PBN).
  15. China pips US to start world’s first meltdown-proof nuclear reactor
  16. China has unveiled the world's first 'unhackable computer network'
  17. 1,069 dancing robots break Guinness World Record in China (VIDEO)
  18. Despite strains, China and the US are top partners in science
  19. Woman saved by pioneering 3D printed spine in China: had to have six consecutive cervical vertebrae replaced because they had been affected by the rare cancer
  20. Chinese Internet majors compete to dominate #ASEAN tech ecosystem: Baidu, Alibaba, Tencent and JD.com – collectively termed BATJ – are leading a wave of investment into Southeast Asia’s venture ecosystem and technology sector
  21. Who Are China's Biggest Fabless Chipmakers?
In Economic news
  1. Spotlight: Bashing China cannot solve U.S. economic problems, experts say
  2. China July FX reserves unexpectedly hit 9-month high on boost from weak dollar: China's forex reserves, the world's largest, rose $24 billion in July to $3.081 trillion
  3. China's Economic Outlook in Six Charts
  4. Fiat Chrysler could be bought by a Chinese automaker If a deal comes to fruition, it would be a big boon for Chinese car companies looking to improve
  5. Industrial “edge cities” have helped China grow
  6. Deng Xiaoping - the world's greatest economist
  7. US formally launches probe of China trade ties
  8. China emerging as Germany's main economic rival
  9. New investment rules to curb China's foreign acquisition binge
  10. How China’s can-do generation will power economic growth
  11. Young Taiwanese choose China jobs over politics
In Military news
  1. What is China’s PLA doing in #Laos? Beijing's 'Train of Peace' mission to provide medical care to Lao armed forces was nominally a goodwill mission but underscored the country's strategic importance to China's plans for Southeast Asia
  2. Russia, China challenging US military dominance: Mattis
  3. China's making major progress with its aircraft carrier tech (Type 002 to have flat top with catapult, Type 003 to be nuclear powered supercarriers)
  4. Think Tank Says Beijing Continuing #SouthChinaSea Construction. Photos of Tree Island demonstrate sizeable expansion of the island’s above-water mass between August 5, 2015, and August 5, 2017. The size of the island increased by roughly 24 acres between during the time period, AMTI said
  5. #Taiwan says Chinese aircraft fly around island in weekend of drills
  6. #Space Standoff: Uncertainty in Militarized Space. If Russian policy towards the American space program is described as unfriendly, then U.S. policy towards China can be described as nothing short of hostile
  7. Construction of China's 2nd #AircraftCarrier for PLAN Progressing Faster than Expected: propulsion system tests are currently underway. The first and third boilers are already on, and the steam turbines will soon follow. Dockside testing could start within the next month
  8. China has announced plans to bolster its maritime #nuclear capabilities with the creation of a major new joint venture project, could provide the catalyst for the development of floating reactors. The new company will also seek to promote the development of nuclear-powered vessels
  9. The #Pentagon’s top general Joe Dunford, chairman of the Joint Chiefs of Staff, said he discussed with his Chinese counterparts ways to coordinate with China’s military to avoid dangerous miscalculations should war break out with North Korea
Other Notables
  1. Adopted to the US, an American teen’s journey in search of her roots
  2. The busiest employee in a warehouse? Meet China-made warehouse robot!
  3. New research blamed increased competition with China for soaring death rates among white, middle aged Americans (lol)?
  4. On the other side of the table: Nepalese commenters on youtube - to Nepal, India is the big bully, loves China, calls for China's protection
  5. Why Nirvana in Fire is the Best Cdrama
  6. July 2017 Study Refutes Earlier Theories of "Increased US White Male Despair / Deaths Due to Loss of Jobs to China" ("Opioids and obesity, not 'despair deaths,' raising mortality rates for white Americans)
  7. China starts work on world's second-largest hydropower station
  8. Vincent Chin was a Chinese American Man beaten to death in 1982 with a baseball bat by two laid off auto-workers who blamed him for losing their jobs because Japanese cars started becoming popular. The men received initial sentences of 3 years probation and no jail time.
  9. Chinese Guy & American Girlfriend React to Racist Fox News Chinatown Segment
  10. Preserving Nanjing's architectural treasures
  11. The King's Woman 秦时丽人明月心 Airs this week
  12. Hollywood chases after Wu Jing as Wolf Warriors 2, a film with $30M budget crosses $700M mark and still rising.
  13. #Taichi is big in China and its influence is spreading globally: China's mega-rich and powerful believe the merits of the gentle exercise boosts not only personal well-being but company profits and transforms corporate cultures
  14. Why My School Teaches Students to Survive on Next to Nothing
  15. Eddie Huang Serves A White Supremacist & Trump Supporter The Facts While They Eat Chinese Food
  16. #Banda Islands: How Chinese traders – and war over an aphrodisiac – led to a multicultural Indonesia. The world’s major powers considered the Banda Islands the key spoil of a spice war hundreds of years ago and it is this bloody past that made the country what it is today
  17. How the ‘Safest Place on Earth’ Can Be More Welcoming to Others
  18. Modern Chinese Architecture: Landscape Design of Suzhou Vanke Great Lake Park
  19. No.66 Lanman Hutong Renovation
  20. RAW: China holds massive day-night live-fire artillery drill
  21. When Hong Kong workmen dug up 2,000-year-old tomb and were all set to demolish it until public’s enthusiasm saved the day
  22. Long awaited Tribes & Empires: Storm of Prophecy confirmed to air on September 25, 2017.
  23. Heads up, our brothers in arms RT channel has amazing series of documentaries on Chinese culture and the new silk road, very beautifully shot.
  24. Any recent documentaries about modern china history that aren't from the western perspective with English subs or audio?
  25. Forgotten ally? China's unsung role in World War II
  26. 81-Year-Old Chinese Husband Serenades Wife In a Coma For Their 54th Anniversary
  27. How Chop Suey Saved San Francisco's Chinatown [Chinese Food: An All-American Cuisine, Pt. 1]
  28. The Untold Story Of America's Southern Chinese [Chinese Food: An All-American Cuisine, Pt. 2]
  29. 5000 thousands years of beauty.
  30. #WolfWarrior2 Crosses $600M In China; No. 6 All-Time Gross In A Single Market
  31. Throwback to when movies used to start with this...
  32. Alright, I know some of us support Trump, but this better not be you (3rd generation Chinese American Neo-Nazi supporter)
  33. Why the Western definition of human rights is an absurd fraud
  34. #WWE Network to Launch in China: Vince McMahon's pro wrestling organization signed a deal with PPTV to offer a subscription video-on-demand service including all live pay-per-view events
  35. Documentary explores the history of astronomy in China
  36. 'Economic war with China is everything': Trump’s chief strategist in candid interview
  37. The Chinese massacre of 1871 in Los Angeles, California. An estimated 17 to 20 Chinese immigrants were tortured and then hanged by the mob, making the event the largest mass lynching in American history.
  38. Chinese Social Political Stability Rests in "Dual Faceted Identity System" (A Model Societal System Analysis based on Recent Rise of White Nationalism in US)
  39. Lu Xiaojun (77) - 170kg/175kg/177kg Snatch Slow Motion
  40. The Surprisingly Important Role China Played in WWI
  41. Chinese Farmer Builds Epic Multi-Story Platform For 'Pig Diving'
  42. Ai Weiwei takes a small break from mocking Chinese government to criticise western society - "Human Flow" documentary film about refugees
  43. Review: Capitalism With Chinese Characteristics
  44. Hollywood hero with Chinese characteristics
  45. BBC calls what Chinese are doing 'exploitation' while the exact same thing done in the west is ignored.
  46. Ancient poetry content in Chinese text books to sharply increase
  47. The Love Affair of Mussolini’s Daughter Edda & Zhang Xueliang, Heroic China Warlord
  48. 57-year-old man grabs gold medals in body building competition
  49. Cambridge University Press pulls articles in China at Beijing’s request
  50. China's Wolf Warriors 2 joins top 100 grossing films worldwide: non-Hollywood film to break into the top 100 all-time grossing movies worldwide. Knocked 1994's "Forrest Gump" from the No 100 spot
  51. 《追捕》 Manhunt (directed by John Woo) International Trailer
  52. Why Nirvana in Fire is the Best Chinese Drama - Part 2/2
  53. Trying to learn more about traditional chinese culture, what can you guys tell me about the color Qing?
  54. Robot introduced to hospital to autofill prescriptions in E. China
  55. Something worth a grin
  56. Story of China’s ancient military might found carved in cliff
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Transcript of George Webb Video Series Part 101: "Hillary's Leakers, Hackers, and Henchmen" [@Georgwebb / #HRCRatlne]

submitted by browneyeofprovidence to TruthLeaks [link] [comments]

Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

Period: 108.98 days
Submissions Comments
Total 999 10425
Rate (per day) 9.17 95.73
Unique Redditors 361 695
Combined Score 4162 17424

Top Submitters' Top Submissions

  1. 296 points, 24 submissions: tuckerbalch
    1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
    2. project 3 megathread (assess_learners) (27 points, 1130 comments)
    3. For online students: Participation check #2 (23 points, 47 comments)
    4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
    5. Advance information on Project 3 (19 points, 22 comments)
    6. participation check #3 (19 points, 29 comments)
    7. manual_strategy project megathread (17 points, 825 comments)
    8. project 4 megathread (defeat_learners) (15 points, 209 comments)
    9. project 5 megathread (marketsim) (15 points, 484 comments)
    10. QLearning Robot project megathread (12 points, 691 comments)
  2. 278 points, 17 submissions: davebyrd
    1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
    2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
    3. marketsim grades are up (25 points, 28 comments)
    4. Midterm stats (24 points, 32 comments)
    5. Welcome to CS 7646 MLT! (23 points, 132 comments)
    6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
    7. assess_portfolio grades have been released (18 points, 34 comments)
    8. Midterm grades posted to T-Square (15 points, 30 comments)
    9. Removed posts (15 points, 2 comments)
    10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

Top Commenters

  1. tuckerbalch (2296 points, 1185 comments)
  2. davebyrd (1033 points, 466 comments)
  3. yokh_cs7646 (320 points, 177 comments)
  4. rgraziano3 (266 points, 147 comments)
  5. j0shj0nes (264 points, 148 comments)
  6. i__want__piazza (236 points, 127 comments)
  7. swamijay (227 points, 116 comments)
  8. _ant0n_ (205 points, 149 comments)
  9. ml4tstudent (204 points, 117 comments)
  10. gatechben (179 points, 107 comments)
  11. BNielson (176 points, 108 comments)
  12. jameschanx (176 points, 94 comments)
  13. Artmageddon (167 points, 83 comments)
  14. htrajan (162 points, 81 comments)
  15. boyko11 (154 points, 99 comments)
  16. alyssa_p_hacker (146 points, 80 comments)
  17. log_base_pi (141 points, 80 comments)
  18. Ran__Ran (139 points, 99 comments)
  19. johnsmarion (136 points, 86 comments)
  20. jgorman30_gatech (135 points, 102 comments)
  21. dyllll (125 points, 91 comments)
  22. MikeLachmayr (123 points, 95 comments)
  23. awhoof (113 points, 72 comments)
  24. SharjeelHanif (106 points, 59 comments)
  25. larrva (101 points, 69 comments)
  26. augustinius (100 points, 52 comments)
  27. oimesbcs (99 points, 67 comments)
  28. vansh21k (98 points, 62 comments)
  29. W1redgh0st (97 points, 70 comments)
  30. ybai67 (96 points, 41 comments)
  31. JuanCarlosKuriPinto (95 points, 54 comments)
  32. acschwabe (93 points, 58 comments)
  33. pharmerino (92 points, 47 comments)
  34. jgeiger (91 points, 28 comments)
  35. Zapurza (88 points, 70 comments)
  36. jyoms (87 points, 55 comments)
  37. omscs_zenan (87 points, 44 comments)
  38. nurobezede (85 points, 64 comments)
  39. BelaZhu (83 points, 50 comments)
  40. jason_gt (82 points, 36 comments)
  41. shuang379 (81 points, 64 comments)
  42. ggatech (81 points, 51 comments)
  43. nitinkodial_gatech (78 points, 59 comments)
  44. harshsikka123 (77 points, 55 comments)
  45. bkeenan7 (76 points, 49 comments)
  46. moxyll (76 points, 32 comments)
  47. nelsongcg (75 points, 53 comments)
  48. nickzelei (75 points, 41 comments)
  49. hunter2omscs (74 points, 29 comments)
  50. pointblank41 (73 points, 36 comments)
  51. zheweisun (66 points, 48 comments)
  52. bs_123 (66 points, 36 comments)
  53. storytimeuva (66 points, 36 comments)
  54. sva6 (66 points, 31 comments)
  55. bhrolenok (66 points, 27 comments)
  56. lingkaizuo (63 points, 46 comments)
  57. Marvel_this (62 points, 36 comments)
  58. agifft3_omscs (62 points, 35 comments)
  59. ssung40 (61 points, 47 comments)
  60. amchang87 (61 points, 32 comments)
  61. joshuak_gatech (61 points, 30 comments)
  62. fall2017_ml4t_cs_god (60 points, 50 comments)
  63. ccrouch8 (60 points, 45 comments)
  64. nick_algorithm (60 points, 29 comments)
  65. JetsonDavis (59 points, 35 comments)
  66. yjacket103 (58 points, 36 comments)
  67. hilo260 (58 points, 29 comments)
  68. coolwhip1234 (58 points, 15 comments)
  69. chvbs2000 (57 points, 49 comments)
  70. suman_paul (57 points, 29 comments)
  71. masterm (57 points, 23 comments)
  72. RolfKwakkelaar (55 points, 32 comments)
  73. rpb3 (55 points, 23 comments)
  74. venkatesh8 (54 points, 30 comments)
  75. omscs_avik (53 points, 37 comments)
  76. bman8810 (52 points, 31 comments)
  77. snladak (51 points, 31 comments)
  78. dfihn3 (50 points, 43 comments)
  79. mlcrypto (50 points, 32 comments)
  80. omscs-student (49 points, 26 comments)
  81. NellVega (48 points, 32 comments)
  82. booglespace (48 points, 23 comments)
  83. ccortner3 (48 points, 23 comments)
  84. caa5042 (47 points, 34 comments)
  85. gcalma3 (47 points, 25 comments)
  86. krushnatmore (44 points, 32 comments)
  87. sn_48 (43 points, 22 comments)
  88. thenewprofessional (43 points, 16 comments)
  89. urider (42 points, 33 comments)
  90. gatech-raleighite (42 points, 30 comments)
  91. chrisong2017 (41 points, 26 comments)
  92. ProudRamblinWreck (41 points, 24 comments)
  93. kramey8 (41 points, 24 comments)
  94. coderafk (40 points, 28 comments)
  95. niufen (40 points, 23 comments)
  96. tholladay3 (40 points, 23 comments)
  97. SaberCrunch (40 points, 22 comments)
  98. gnr11 (40 points, 21 comments)
  99. nadav3 (40 points, 18 comments)
  100. gt7431a (40 points, 16 comments)

Top Submissions

  1. [Project Questions] Unit Tests for assess_portfolio assignment by reyallan (58 points, 52 comments)
  2. [Project Questions] Unit Tests for optimize_something assignment by agifft3_omscs (53 points, 94 comments)
  3. Proper git workflow by jan-laszlo (43 points, 19 comments)
  4. Exam 2 Information by yokh_cs7646 (39 points, 40 comments)
  5. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes by davebyrd (37 points, 10 comments)
  6. Project 1 Megathread (assess_portfolio) by davebyrd (34 points, 466 comments)
  7. defeat_learner test case by swamijay (34 points, 38 comments)
  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
  9. project 3 megathread (assess_learners) by tuckerbalch (27 points, 1130 comments)
  10. Deadline extension? by johannes_92 (26 points, 40 comments)

Top Comments

  1. 34 points: jgeiger's comment in QLearning Robot project megathread
  2. 31 points: coolwhip1234's comment in QLearning Robot project megathread
  3. 30 points: tuckerbalch's comment in Why Professor is usually late for class?
  4. 23 points: davebyrd's comment in Deadline extension?
  5. 20 points: jason_gt's comment in What would be a good quiz question regarding The Big Short?
  6. 19 points: yokh_cs7646's comment in For online students: Participation check #2
  7. 17 points: i__want__piazza's comment in project 3 megathread (assess_learners)
  8. 17 points: nathakhanh2's comment in Project 2 Megathread (optimize_something)
  9. 17 points: pharmerino's comment in Midterm study Megathread
  10. 17 points: tuckerbalch's comment in Midterm grades posted to T-Square
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Lesson 1 - What is Forex and how does It work? - YouTube

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