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Reduce Output And Price, Now Is The End Of OPEC?

Reduce Output And Price, Now Is The End Of OPEC?

Photo: Internet
Since the outbreak of COVID-19 in 2020, the global economy has entered a recession, with gold soaring, stock markets tumbling, and oil prices plummeting.
Saudi Arabia cut pricing for oil sales to Asia and the U.S. for October shipments, and the reduction exceeded last month.
Global daily oil consumption (total liquid volume) broke the "100 million barrels" mark for the first time in 2019, reaching 10.96 million barrels. It means the global daily consumption is more than 100 million barrels, and the annual consumption is more than 5 billion tons.
Since the outbreak of COVID-19, fuel demand has decreased significantly, while global oil supply has continued to increase.
Global oil consumption has decreased by nearly a quarter due to COVID-19. The global daily oil consumption level in the second quarter of this year was less than 77 million barrels, which is almost 20 years ago.
20th April saw WTI oil prices plunge from $17.85 to -$37.63, more than a 300% drop, the largest one day drop for U.S. crude in history.
The oil prices up and down in history, and various factors impact the oil prices. One of the most critical factors is OPEC.
The Birth of OPEC
The Organization of the Petroleum Exporting Countries (OPEC) is a permanent, intergovernmental Organization created at the Baghdad Conference on September 10–14, 1960, by Iran, Iraq, Kuwait, Saudi Arabia, Venezuela.
Before the OPEC, the Seven Sisters (E Anglo-Iranian Oil Company, Gulf Oil, Royal Dutch Shell, Chevron, ExxonMobil, Socony, Standard Oil Company of New York, and Texaco) controlled the world's oil markets.
In the 1950s, coal was the most critical fuel globally, but oil consumption increased rapidly, and demand continued to grow. In 1959, the United States' Seven Sisters lowered the price of oil produced in Venezuela and the Middle East by 10% to reduce the United States' price.
To counter the U.S. oil monopoly, OPEC was born.
OPEC's 13 members control approximately 30% of global oil supplies and 79.4% of proven reserves. OPEC member nations produce about 42% of the world's crude oil, and OPEC's oil exports account for roughly 60% of the total petroleum traded worldwide.

Photo: OPEC
Impact of OPEC on Oil Prices
Within the OPEC group, Saudi Arabia is the largest crude oil producer in the world and remains the most dominant member of OPEC, with each instance of a cut in oil production by them, resulting in a sharp rise in oil prices, and vice versa.
Additionally, the 'kingdom of Saud' is also the leading exporter of crude oil globally. Since 2000, all historical instances since the 1973 Arab oil embargo indicate that Saudi Arabia has maintained its upper hand in the oil market. It calls the shots in determining crude oil prices by controlling supply.
All major oil price fluctuations in recent history can be clearly attributed to production levels from Saudi Arabia, along with other OPEC nations.
Is it now the end of OPEC?
The success of shale oil and the plunge in oil prices in 2014 are signs that OPEC has declined.
Since 2014, U.S. shale oil has created a boom in domestic crude oil production. Shale oil comprises more than a third of the onshore production of crude oil in the lower 48 states. It drove U.S. oil output from 8.8 million barrels per day in 2014 to a record 12.2 million barrels a day in 2019.
As a result, the United States became the world's largest crude-oil producer.

Photo: EIA

Photo: EIA
Today the U.S., Saudi Arabia, and Russia rank among the top three in world oil production.

Photo: EIA

Photo: EIA

In November 2014, despite the appeals of other OPEC members to cut production, Saudi Arabia suddenly increased production sharply, trying to defeat U.S. shale oil companies through the competitive increase in OPEC member states. But American shale oil survived strongly by borrowing, and it became more efficient, and production costs were greatly reduced.
During this time, Saudi Arabia's economy is declining rapidly. Saudi Arabia had the highest government deficit in history-98 billion U.S. dollars, accounting for 15% of GDP in 2015.
In 2016, Saudi Arabia led OPEC and Russia to reach an OPEC+ production reduction agreement. Since then, oil prices have steadily rebounded. At the same time, Saudi Arabia has begun to consider taking advantage of high oil prices to list Saudi Aramco to ease domestic financial difficulties.
During this period, OPEC +'s reduction in production has rescued U.S. shale oil again. The production capacity of shale oil has increased sharply by 4 million barrels per day, surpassing Saudi Arabia, and Russia.
So far, the OPEC structure and cohesion continues to divide and elude.
On 8th March 2020, Saudi Arabia initiated a price war with Russia, facilitating a 65% quarterly fall in the price of oil. The price war was triggered by a break-up in dialogue between the Organization of the Petroleum Exporting Countries (OPEC) and Russia over proposed oil-production cuts in the midst of the COVID-19 pandemic. Russia walked out of the agreement, leading to the fall of the OPEC+ alliance.
While past oil shocks have been driven by either supply or demand, the price collapse of 2020 is highly unusual in oil market history: It results from a massive demand shock and a huge supply overhang at the same time.


https://preview.redd.it/2smucmlke1n51.png?width=686&format=png&auto=webp&s=63932270640be1913c8d41214418073a57b1646a

https://preview.redd.it/34m0nn3me1n51.png?width=686&format=png&auto=webp&s=6519e7614205955da1fe6b02437048ec461249dc
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submitted by top1markets to u/top1markets [link] [comments]

Daily Releases (December 11, 2018)

Windows

Game Group Store Score (Reviews)
Yakuza 0 CPY Steam 87% (7.8k)
DUSK SKIDROW Steam 98% (1.9k)
Armored Brigade SKIDROW Matrix Games -
DUSK (RIP) SiMPLEX Steam 98% (1.9k)
Forex Trading Master: Simulator (RIP) Unleashed Steam 25% (8)
Iridescence DARKZER0 Steam -
Ancient Frontier: Steel Shadows CODEX Steam -
 
Update/Repack/Addon Group Store Score (Reviews)
Yakuza.0.REPACK CPY Steam 87% (7.8k)
The.Forest.Update.v1.10 CODEX Steam 93% (112.1k)
SpellForce.3.Update.v1.39 CODEX Steam, GOG 72% (2.5k)
Treasure.Hunter.Simulator.Update.v20181210 CODEX Steam 64% (202)
NBA.2K.Playgrounds.2.Update.v20181211 CODEX Steam 63% (117)
KURSK.Update.v1.09 CODEX Steam 54% (112)
Two.Point.Hospital.Bigfoot.Update.v1.9.24604 CODEX Steam 92% (38)
Dusk.Episode.3.RIP.MUSIC.ADDON SiMPLEX Steam 98% (1.9k)
Dandara.v1.1.5 SiMPLEX Steam 89% (133)
Youtubers.Life.OMG PLAZA Steam 72% (8.7k)
Pizza.Connection.3.Halloween.Update.v20181211 PLAZA Steam 41% (585)
American.Truck.Simulator.Oregon.Update.v1.33.2.0 PLAZA Steam 96% (545)
Rocket.League.Hot.Wheels.Triple.Threat.Update.v1.57 PLAZA Steam 68% (74)
 
DLC Group Store Score (Reviews)
Immersion Pack - Europa Universalis IV: Golden Century CODEX Steam 59% (49)
Fishing Sim World: Jezioro Bestii HOODLUM Steam 100% (1)
 

<< December 10, 2018

Q&A

Q: When will [insert game name here] be cracked?
A: STOP! CrackWatch members are not psychic. Games get cracked by completely ANONYMOUS SCENE GROUPS who don't disclose their progress or plans to the general public so NO ONE knows WHEN and IF a certain game will be cracked.
 
Q: What are all these NFO thingies? Where do I download?
A: NFOs are text files included with game releases which contain information about the releases. CrackWatch only informs which games have been cracked. To download look for the releases on CS.RIN.RU or torrent websites. Useful websites can be found in The Beginners Guide and on WebOasis.
 
Q: WTF is Denuvo?
A: Denuvo is a Digital Rights Management (DRM) technology used to protect games from being cracked. Games that have Denuvo are harder to crack and usually take much longer. See Pinned Post for a list of Denuvo games.
 
Q: An update is out, but it includes the base game as well! Can I only download the update without redownloading the entire game?
A: Yes. CS.RIN.RU is your friend.
submitted by YouSmellFunky to CrackWatch [link] [comments]

Daily Releases (December 11, 2018)

Windows

Game Group Store Score (Reviews)
Yakuza 0 (REPACK) - DENUVO CPY Steam 87% (7.8k)
Yakuza 0 - DENUVO CPY Steam 87% (7.8k)
DUSK SKIDROW Steam 98% (1.9k)
Forex Trading Master: Simulator (RIP) Unleashed Steam 25% (8)
Youtubers Life Omg PLAZA Microsoft Store -
Iridescence DARKZER0 Steam -
 
Update Group Store Score (Reviews)
The.Forest.Update.v1.10 CODEX Steam 93% (112.1k)
SpellForce.3.Update.v1.39 CODEX Steam, GOG 72% (2.5k)
Treasure.Hunter.Simulator.Update.v20181210 CODEX Steam 64% (202)
NBA.2K.Playgrounds.2.Update.v20181211 CODEX Steam 63% (117)
KURSK.Update.v1.09 CODEX Steam 54% (112)
Two.Point.Hospital.Bigfoot.Update.v1.9.24604 CODEX Steam 92% (38)
Dusk.Episode.3.RIP.MUSIC.ADDON SiMPLEX Steam 98% (1.9k)
Dandara.v1.1.5 SiMPLEX Steam 89% (133)
Pizza.Connection.3.Halloween.Update.v20181211 PLAZA Steam 41% (585)
American.Truck.Simulator.Oregon.Update.v1.33.2.0 PLAZA Steam 96% (545)
Rocket.League.Hot.Wheels.Triple.Threat.Update.v1.57 PLAZA Steam 68% (74)
 
DLC Group Store Score (Reviews)
Immersion Pack - Europa Universalis IV: Golden Century CODEX Steam 59% (49)
Fishing Sim World: Jezioro Bestii HOODLUM Steam 100% (1)
 

<< December 10, 2018

Q&A

Q: When will [insert game name here] be cracked?
A: STOP! CrackWatch members are not psychic. Games get cracked by completely ANONYMOUS SCENE GROUPS who don't disclose their progress or plans to the general public so NO ONE knows WHEN and IF a certain game will be cracked.
 
Q: What are all these NFO thingies? Where do I download?
A: NFOs are text files included with game releases which contain information about the releases. CrackWatch only informs which games have been cracked. To download look for the releases on CS.RIN.RU or torrent websites. Useful websites can be found in The Beginners Guide and on WebOasis.
 
Q: WTF is Denuvo?
A: Denuvo is a Digital Rights Management (DRM) technology used to protect games from being cracked. Games that have Denuvo are harder to crack and usually take much longer. See Pinned Post for a list of Denuvo games.
 
Q: An update is out, but it includes the base game as well! Can I only download the update without redownloading the entire game?
A: Yes. CS.RIN.RU is your friend.
submitted by dailyreleases to dailyreleases [link] [comments]

Daily Releases (December 11, 2018) - Source

# Windows | Game | Group | Store | Score (Reviews) | |:-|:-|:-|:-| | [Yakuza 0 (REPACK)](https://www.xrel.to/game-nfo/1721812/Yakuza-0-REPACK-CPY.html) **- DENUVO** | CPY | [Steam](https://store.steampowered.com/app/638970) | 87% (7.8k) | | [Yakuza 0](https://www.xrel.to/game-nfo/1721757/Yakuza-0-CPY.html) **- DENUVO** | CPY | [Steam](https://store.steampowered.com/app/638970) | 87% (7.8k) | | [DUSK](https://www.xrel.to/game-nfo/1721398/DUSK-Episode-3-SKIDROW.html) | SKIDROW | [Steam](https://store.steampowered.com/app/519860/DUSK/) | 98% (1.9k) | | [Forex Trading Master: Simulator (RIP)](https://www.xrel.to/game-nfo/1721835/Forex-Trading-Master-Simulator-RIP-Unleashed.html) | Unleashed | [Steam](https://store.steampowered.com/app/955070) | 25% (8) | | [Youtubers Life Omg](https://www.xrel.to/game-nfo/1721813/Youtubers-Life-OMG-PLAZA.html) | PLAZA | [Microsoft Store](https://www.microsoft.com/en-us/p/youtubers-life-omg-edition/bzhcz2t1gc54) | - | | [Iridescence](https://www.xrel.to/game-nfo/1721719/Iridescence-DARKZER0.html) | DARKZER0 | [Steam](https://store.steampowered.com/app/792190) | - |   | Update | Group | Store | Score (Reviews) | |:-|:-|:-|:-| | [The.Forest.Update.v1.10](https://www.xrel.to/game-nfo/1721706/The-Forest-Update-v1-10-CODEX.html) | CODEX | [Steam](https://store.steampowered.com/app/242760) | 93% (112.1k) | | [SpellForce.3.Update.v1.39](https://www.xrel.to/game-nfo/1721815/SpellForce-3-Update-v1-39-CODEX.html) | CODEX | [Steam](https://store.steampowered.com/app/311290), [GOG](https://gog.com/game/spellforce_iii 'DRM-Free! 👍') | 72% (2.5k) | | [Treasure.Hunter.Simulator.Update.v20181210](https://www.xrel.to/game-nfo/1721704/Treasure-Hunter-Simulator-Update-v20181210-CODEX.html) | CODEX | [Steam](https://store.steampowered.com/app/748300) | 64% (202) | | [NBA.2K.Playgrounds.2.Update.v20181211](https://www.xrel.to/game-nfo/1721885/NBA-2K-Playgrounds-2-Update-v20181211-CODEX.html) | CODEX | [Steam](https://store.steampowered.com/app/726590) | 63% (117) | | [KURSK.Update.v1.09](https://www.xrel.to/game-nfo/1721365/KURSK-Update-v1-09-CODEX.html) | CODEX | [Steam](https://store.steampowered.com/app/860620) | 54% (112) | | [Two.Point.Hospital.Bigfoot.Update.v1.9.24604](https://www.xrel.to/game-nfo/1721702/Two-Point-Hospital-Bigfoot-Update-v1-9-24604-CODEX.html) | CODEX | [Steam](https://store.steampowered.com/app/966690) | 92% (38) | | [Dusk.Episode.3.RIP.MUSIC.ADDON](https://www.xrel.to/game-nfo/1721884/Dusk-Episode-3-RIP-MUSIC-ADDON-SiMPLEX.html) | SiMPLEX | [Steam](https://store.steampowered.com/app/519860/DUSK/) | 98% (1.9k) | | [Dandara.v1.1.5](https://www.xrel.to/game-nfo/1721910/Dandara-v1-1-5-SiMPLEX.html) | SiMPLEX | [Steam](https://store.steampowered.com/app/612390) | 89% (133) | | [Pizza.Connection.3.Halloween.Update.v20181211](https://www.xrel.to/game-nfo/1721848/Pizza-Connection-3-Halloween-Update-v20181211-PLAZA.html) | PLAZA | [Steam](https://store.steampowered.com/app/588160/Pizza_Connection_3/) | 41% (585) | | [American.Truck.Simulator.Oregon.Update.v1.33.2.0](https://www.xrel.to/game-nfo/1721771/American-Truck-Simulator-Oregon-Update-v1-33-2-0-PLAZA.html) | PLAZA | [Steam](https://store.steampowered.com/app/800370) | 96% (545) | | [Rocket.League.Hot.Wheels.Triple.Threat.Update.v1.57](https://www.xrel.to/game-nfo/1721395/Rocket-League-Hot-Wheels-Triple-Threat-Update-v1-57-PLAZA.html) | PLAZA | [Steam](https://store.steampowered.com/app/910940/Rocket_League__Hot_Wheels_Triple_Threat_DLC_Pack/) | 68% (74) |   | DLC | Group | Store | Score (Reviews) | |:-|:-|:-|:-| | [Immersion Pack \- Europa Universalis IV: Golden Century](https://www.xrel.to/game-nfo/1721836/Europa-Universalis-IV-Golden-Century-CODEX.html) | CODEX | [Steam](https://store.steampowered.com/app/960920/Immersion_Pack__Europa_Universalis_IV_Golden_Century/) | 59% (49) | | [Fishing Sim World: Jezioro Bestii](https://www.xrel.to/game-nfo/1721862/Fishing-Sim-World-Jezioro-Bestii-HOODLUM.html) | HOODLUM | [Steam](https://store.steampowered.com/app/940530) | 100% (1) |   # [<< December 10, 2018](https://www.reddit.com/CrackWatch/comments/a59pxc/daily_releases_december_10_2018/) ***** #Q&A **Q:** When will [insert game name here] be cracked? **A:** STOP! CrackWatch members are not psychic. Games get cracked by completely **[ANONYMOUS SCENE GROUPS](https://en.wikipedia.org/wiki/Warez_scene_)** who don't disclose their progress or plans to the general public so **NO ONE** knows **WHEN** and **IF** a certain game will be cracked.   **Q:** What are all these NFO thingies? Where do I download? **A:** NFOs are text files included with game releases which contain information about the releases. CrackWatch only informs which games have been cracked. To download look for the releases on [CS.RIN.RU](https://cs.rin.ru/forum/) or torrent websites. Useful websites can be found in [The Beginners Guide](/CrackWatch/comments/8opuhg) and on [WebOasis](https://weboas.is/).   **Q:** WTF is Denuvo? **A:** Denuvo is a Digital Rights Management (DRM) technology used to protect games from being cracked. Games that have Denuvo are harder to crack and usually take much longer. See [Pinned Post](/CrackWatch/comments/9c16zi) for a list of Denuvo games.   **Q:** An update is out, but it includes the base game as well! Can I only download the update without redownloading the entire game? **A:** Yes. [CS.RIN.RU](https://cs.rin.ru/forum/) is your friend. 
submitted by dailyreleases to dailyreleases [link] [comments]

FXPA White Paper: Sources of FX Market Liquidity During the Brexit Vote

The (brief and simple) whitepaper offers a behind-the-scenes look at liquidity flows during the Brexit vote. This isn't a topic that has garnered much attention, given the spot market had fairly minimal dysfunction during Brexit, and the paper itself doesn't offer the same level of highly detailed insight into bank trader activities that the criminal trial of HSBC FX trader Mark Johnson did.
What it does contain though is a very peculiar pearl of information, through its analysis of bank vs non-bank flows during the unfolding of the event.
Over the sample window, banks were responsible for 66.6% of Cable flow, 67.25% of EUGBP flow, 64.9% of EUUSD flow, 64.1% of USD/JPY and 61.7% of EUJPY
compare this to:
The proportion of flow in GBP/JPY was wild – with non-bank participants in one hour responsible for 96% of flow and in another, just 9%.
That non-bank participants should completely dominate flows for that cross seems notable.
One contributing factor is highlighted earlier in the paper.
The non-bank proportion rose in EUGBP and EUJPY, but could be because the data suggest the non-banks are more active in crosses than the “legs”. Several of these firms construct a price in the cross using the legs and because their technology is often nimbler and quicker, they are top of book in the more complex pairs.
(Emphasis mine)
What does all this mean for your trading?
For most people, it means nothing at all, as most retail traders get no further than the chart as printed and a series of set criteria.
For traders who work with market feel, or the lower timeframes, it raises some interesting question about whether or not non-bank liquidity feels different from bank dominated markets.
Non-bank liquidity providers are certainly working with a different agenda, different tech, and different liquidity networks from banks. And whilst not necessarily behaving unethically, they are also less likely to have a prudential-oriented client focus - banks in theory are trying to get best price for clients without disrupting the market, non-bank actors don't necessarily operate by these principles.
They also are more likely to operate with different risk parameters - high turnover, 'hot potato' providers have less depth of pocket than banks, so perhaps there might be more churn and candle-wick-y-ness, especially on thinner liquidity networks.
This is very subjective, and speculative, of course, but that is the nature of the way some of us play the game!
Here is the direct download link for the full text: https://fxpa.org/wp-content/uploads/2017/10/FXPA-brexit1B-FINAL.pdf
(The FXPA is the Foreign Exchange Professionals Association, an industry group whose founders include Bloomberg, CME, ICE, State Street and Virtu. It's an organisational body, so does not take membership from individuals).
submitted by alotmorealots to Forex [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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Google Trader Binary Options Trading Method
Base the GoogleTrader 2015 trading method. After you see it working, you can start to implement your technique with regular sized lots. This approach will certainly settle gradually. Every Forex binary options trader should pick an account type that is in accordance with their requirements and expectations. A larger account does not imply a larger profit potential so it is a great idea to begin little and quickly add to your account as your returns increase based upon the winning trading selections the software makes.
Binary Options Trading
To help you trade binary options properly, it is necessary to have an understanding behind the fundamentals of Binary Options Trading. Currency Trading, or foreign exchange, is based on the perceived value of 2 currencies pairs to one another, and is affected by the political stability of the country, inflation and interest rates to name a few things. Keep this in mind as you trade and learn more about binary options to optimize your learning experience.
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In summary, there are some evident ideas that have actually been checked in time, in addition to some more recent techniques. that you might not have actually thought about. Ideally, as long as you follow what we recommend in this short article you can either get going with trading with Google Trader or improve on what you have actually already done.
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Pairs trading, not currencies – Like any other relationship, you should be aware of both sides. Success or failure in Binary Options trading depends on correct your estimates on both currencies components of the husband and how both affect on one another, not just one of them.
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The main index in the Binary Options market is global events and news. For example, if we assume that the European Central Bank will issue a statement regarding the interest rates, the euro usually this event will cause a wave of activity in the market. Most of the new arrivals seem a backlash to such news as they close their trading positions to miss one of the best trading opportunities with a preference to wait until the market once again restless. The possibility of real profit in the Binary Options appear in times of volatility, not in the quiet times.
Trade is ambitious – many new traders are putting too restrictive orders in order to reap a very small profit. This approach is not desirable in options trading because despite being profitable in the short term (that is if you are lucky asset), you run the risk to be a loser in the long run because it will have to cover the difference between the prices of the question-and-take before they start making any profits, a which it is more difficult when you are a small trading at him when the biggest trades.
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Interference with Binary Assassin! do on your behalf (because the strategy may require a long period of pregnancy);
Find advice from too many sources – multiple input leads inevitably lead to multiple losses. Open trading center and then kept it until the end and then Analyze outputs or results, yourself, and yourself.
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Trading outside peak hours – traders professional Binary Assassin traders options and funds of hedge has a great advantage excel by retailers young during the hours of off-peak (between 22:00 and 10:00 EST) because they can do the hedge to the Centers for their trading and move them here or there with a small trading volumes (in the sense that their risks are smaller). Homosexual advice for trading outside the peak hours is simply – are not traded. Click Here To Download Binary Assassin Software Right NOW!
Binary Options Trading are all shortcuts for common foreign exchange market exchange. In fact, it is the largest financial market in the world where they are buying and selling currencies freely. On the current situation, the Binary Options Trading market was launched in the seventies of the last century and that while the liberalization of exchange rates so that the participants in this market are now only determine the price of any currency against other currencies based on supply and demand levels. When it comes to freedom and to stay away from any external control is to achieve free competition, the Binary Options Trading is is the perfect place to achieve all these things. This is because the daily trading volume in the Binary Options of several trillion dollars, which means that the currency market in more than three times the size of the total size of the US stock market and bond together. Binary Options market is the exchange of cross-communication networks where buyers and sellers meet to conduct treatment using technological means communication market.
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Before the advent of the Internet and e-commerce, the big multinational companies, banks and high net worth individuals they are entitled to trading in the Binary Options market through the use of bank-owned trading systems. These systems were required as a minimum to open a trading account about one million dollars. Thanks to new technology developments, especially with regard to the internet today, the investors can use a few thousand dollars that go into the Binary Options market on the four and twenty hours a day, five days a week throughout.
Forex market is a nonstop cash market where the currencies of countries trading in connection with and usually through intermediaries who call them mediators Binary Options. Foreign currencies are continuously sold and purchased through local and global markets in more than investors or detract from the value of an investment based on currency movements. Binary Options market conditions may change at any moment in response to current events and this ranks as one of the more volatile Binary Options and the fragility of markets. Also, the conditions of the Binary Options Trading does not remain the same, but never changed in almost every second. Trading volumes in the foreign exchange market than all the combined transactions that occur in the stock markets and futures markets in both London and Tokyo. According to its size and scope, the Binary Options market times other markets sizes. Statistics indicate that the immediate and directed trades that occur in the interbank market is divided as follows. 51% in the form of an Instant Forex transactions, followed by 32% in the form of currency swap operations, Binary Assassin Software transactions explicit also represents 5% of daily turnover, while the “interbank” equal to the other about 8% and therefore, the interbank market accounts allocated of which about 96% transactions Options the foreign exchange market as the exchange of 4% in the other, divided between global futures exchanges.
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