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THE LION KING ARRIVING

THE LION KING ARRIVING
The Lion King is a 2019 American photorealistic computer-animated musical drama film directed and produced by Jon Favreau, with a screenplay written by Jeff Nathanson, and produced by Walt Disney Pictures. It's a photorealistic computer-animated remake of Disney's traditionally animated 1994 film of the same name. The movie stars the voices of Donald Glover, Seth Rogen, Chiwetel Ejiofor, Alfre Woodard, Billy Eichner, John Kani, John Oliver and Beyoncé Knowles-Carter, in addition to James Earl Jones reprising his authentic position as Mufasa.

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Plans for a remake of The Lion King have been confirmed in September 2016 following the success of the studio's The Jungle Book, additionally directed by Favreau. A lot of the principle forged signed in early 2017 and principal production started in mid-2017 on a blue screen stage in Los Angeles.
The movie is scheduled to be theatrically launched in America on July 19, 2019. It obtained blended evaluations, with the reward for its visible results and vocal performances, whereas receiving criticism for being extremely spinoff of the unique and the dearth of emoting within the animated lion characters relative to the unique.
Disney’s upcoming movie journeys to the African savanna the place a future king is born. Simba idolizes his father, King Mufasa, and takes to coronary heart his personal royal future. However, not everybody within the kingdom celebrates the brand new cub’s arrival. Scar, Mufasa’s brother—and former inheritor to the throne—has plans of his personal. The battle for Satisfaction Rock is ravaged with betrayal, tragedy and drama, finally leading to Simba’s exile. With an assist from a curious pair of newfound pals, Simba must determine to find out how to develop up and take again what's rightfully his.
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Voice forged

Foremost article: List of The Lion King characters
  • Donald Glover as Simba: A lion who's the crown prince of the Satisfaction Lands. Glover mentioned that the movie will focus extra on Simba's time rising up than the unique movie did, stating that "[Favreau] was very eager in ensuring we noticed [Simba's] transition from boy to man and the way laborious that maybe when there's been a deep trauma".[5]
    • JD McCrary as younger Simba.

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  • Seth Rogen as Pumbaa: A slow-witted common warthog who befriends and adopts a younger Simba after he runs away from dwelling. Rogen mentioned, "[a]s an actor, I [...] do not suppose I am proper for each position — there are numerous roles I do not suppose I am proper for even in motion pictures I am making — however, Pumbaa was one I knew I may do properly".[6]
  • Chiwetel Ejiofor as Scar: The treacherous brother of Mufasa and the uncle of Simba who seeks to take the mantle of king of the Satisfaction Lands. Ejiofor described Scar as extra "psychologically possessed" and "brutalized" than within the authentic movie.[6] Ejiofor mentioned that "particularly with Scar, whether or not it is a vocal high quality that permits for a sure confidence or a sure aggression, to at all times know that on the finish of it you are enjoying someone who has the capability to show everything on its head in a break up second with outrageous acts of violence – that may fully change the temperature of a scene".[6] Ejiofor additionally mentioned that "[Scar and Mufasa's] relationship is totally destroyed and brutalized by Scar's mindset. He is possessed with this illness of his personal ego and his personal need".[5] Favreau mentioned of casting Ejiofor, "[He] is only an incredible actor, who brings us a little bit of the mid-Atlantic cadence and a brand new tackle the character. He brings that feeling of a Shakespearean villain to bear due to his background as an actor. It is great when you have got someone as skilled and seasoned as Chiwetel; he simply breathes such great life into this character.

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  • Alfre Woodard as Sarabi: The Queen of the Satisfaction Lands, Mufasa's mate, and Simba's mom.
  • Billy Eichner as Timon: A wise-cracking meerkat who befriends and adopts a younger Simba after he runs away from dwelling.
  • John Kani as Rafiki: A smart mandrill who serves because of the shaman of the Satisfaction Lands and an in-depth buddy of Mufasa's.[7] Likening his position to that of a grandfather, Kani mentioned, "Rafiki reminds all of us of that particular smart relative. His knowledge, humour and his loyalty to the Mufasa dynasty is what warms our hearts in direction of him. [He's] at all times blissful and wisecracking jokes as classes of life and survival.
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  • John Oliver as Zazu: A red-billed hornbill who's the majordomo to the King of the Satisfaction Lands. Talking of his position, Oliver mentioned, "I believe Zazu is mainly a fowl who likes construction. He simply desires issues to be as they need to be. I believe there are British echoes there as a result of we are inclined to favour construction in lieu of getting an emotional response to something."[1]
  • Beyoncé Knowles-Carter as Nala: Simba's childhood greatest buddy and future love curiosity. In accordance with Favreau, the character has a much bigger position than within the authentic movie.[8]Favreau felt that "a part of [Beyoncé joining the film] is that she's bought younger children, a part of it's that it is a story that feels good for this part of her life and her profession, and he or she actually likes the unique very a lot. After which, after all, there are these great musical numbers that she could be concerned with, and my God... she actually lives as much as her fame so far as the fantastic thing about her voice and expertise".

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  • Shahadi Wright Joseph as younger Nala. Joseph reprises her position from the Broadway production.[10] Joseph selected to work on the movie as a result of "Nala conjures up little ladies [...] She's an excellent position mannequin".
  • James Earl Jones as Mufasa: The King of the Satisfaction Lands and the daddy of Simba. Jones reprises his position from the unique 1994 animated movie. In accordance with Favreau, Jones' strains stay principally the identical from the unique movie.[6] Ejiofor mentioned that "the consolation of [Jones reprising his role] goes to be very rewarding in taking [the audience] on this journey once more. It is a once-in-a-generation vocal high quality". Favreau noticed Jones' return as "carrying the legacy throughout" the unique movie and the remake, and felt that his voice's change in tonality in comparison with the unique movie "served the position properly as a result of he feels like a king who's nominated for a very long time".
Florence Kasumba, Keegan-Michael Key, and Eric Andre voice Shenzi, Kamari, and Azizi, three spotted hyenas who're Scar's henchmen. Whereas Shenzi is a personality that was featured within the authentic 1994 animated movie, Kamari and Azizi are the respective renames of Banzai and Ed from the unique movie. The hyenas' characterizations have been closely altered from the unique movie's, as Favreau felt that they "needed to change so much" to suit the remake's reasonable fashion, stating that "[a] lot of the stuff around them [in the original film] was very stylised".[13]Kasumba elaborated, declaring that "These hyenas have been humorous. These hyenas are harmful.
Moreover, Penny Johnson Jerald voices Sarafina, Nala's mom.[1] Amy Sedaris, Chance the Rapper and Josh McCrary voice a guinea fowl, a bush baby, and an elephant shrew, respectively, Timon and Pumbaa's neighbours within the jungle.[1][14] Phil LaMarr voices an impala, whereas J. Lee voices a hyena.

Manufacturing

Growth

On September 28, 2016, Walt Disney Pictures confirmed that Jon Favreau can be directing a remake of the 1994 animated movie The Lion King, which might characteristic the songs from the 1994 movie, following a string of latest field workplace successes on the opposite Disney live-action remake movies comparable to Maleficent), Cinderella), Favreau's The Jungle Book) and Beauty and the Beast), with the latter three additionally incomes important reward.[15]#citenote-15) On October 13, 2016, it was reported that Disney had employed Jeff Nathanson to write down the screenplay for the remake,[[16]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-16) with the story written by Brenda Chapman, who was the unique movie's head of story.[[17]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-LionKingEverythingKnow-17)
In November, speaking with ComingSoon.net, Favreau mentioned the digital cinematography expertise he utilized in The Jungle Ebook can be used to a larger diploma in The Lion King.[18]#citenote-18) Though the media reported The Lion King to be a live-action movie, it really makes use of photorealistic computer-generated animation. Disney additionally didn't describe it as live-action, solely stating it could comply with the "technologically groundbreaking" strategy of The Jungle Ebook.[[19]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-19) Whereas the movie acts as a remake of the 1994 animated movie, Favreau was impressed by the Broadway adaptation) of the movie for certain points of the remake's plot, notably Nala and Sarabi's roles.[[20]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-20) Favreau additionally aimed to develop his personal tackle the unique movie's story with what he mentioned was "the spectacle of a BBC wildlife documentary".[[21]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-FavreauVideoGame-21)
This serves as the ultimate credit score for movie editor Mark Livolsi, who died in September 2018.[22]#citenote-22) The movie is devoted to him.[[1]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-PressKit-1)

Casting

In mid-February 2017, Donald Glover was forged as Simba, with James Earl Jones reprising his position as Mufasa from the 1994 movie.[23]#citenote-23) In April 2017, Billy Eichner and Seth Rogen have been forged to play Timon and Pumbaa respectively.[[24]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-24) In July 2017, John Oliver was forged as Zazu.[[25]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-OliverCast-25) In August 2017, Alfre Woodard and John Kani have been introduced to play Sarabi and Rafiki), respectively.[[26]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-26)[[27]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-27)
Earlier in March 2017, it was introduced that Beyoncé was Favreau's best choice for the position of Nala) and that the director and studio can be keen to do no matter it took to accommodate her busy schedule.[28]#citenote-28) In a while November 1, 2017, her position was confirmed in an official announcement,[[29]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-29)[[30]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-30) which additionally confirmed that Chiwetel Ejiofor would play the position of Scar), and introduced that Eric Andre, Florence Kasumba, and Keegan-Michael Key would be the voices of Azizi, Shenzi and Kamari whereas JD McCrary and Shahadi Wright Joseph would be the voices of younger Simba and younger Nala, respectively.[[31]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-31)[[32]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-32)[[33]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-33)[[34]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-34)[[35]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-35) In November 2018, Amy Sedaris was introduced as having been forged in a task created for the movie.[[36]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-36)

https://preview.redd.it/z07sy0ajhga31.jpg?width=700&format=pjpg&auto=webp&s=408b58a2cc2475200dcb12819ecae96bfb73b880

Visible results

The Moving Picture Company, the lead vendor on The Jungle Ebook, will present the visible results and so they'll be supervised by Robert Legato, Elliot Newman and Adam Valdez.[37]#citenote-37) The movie will make the most of "virtual-reality instruments", per Visible Results Supervisor Rob Legato.[[38]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-LionKingD23-38) Digital Manufacturing Supervisor Girish Balakrishnan mentioned on his skilled web site that the filmmakers used motion capture and VR/applied sciences,[[39]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-:1-39) with the manufacturing crew combining VR expertise with cameras so as to movie the remake in a VR-simulated environment.[[21]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-FavreauVideoGame-21) Sean Bailey, Disney's President of Manufacturing, referred to as the movie's visible results "a brand new type of filmmaking", and felt that "Historic definitions do not work", stating that "[it] makes use of some methods that will historically be referred to as animation, and different methods that will historically be referred to as live-action. It's an evolution of the expertise Jon [Favreau] utilized in Jungle Ebook".
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Music

Foremost article: The Lion King (2019 soundtrack))
Hans Zimmer, who composed the 1994 animated model, would return to compose the rating for the remake.[41]#citenote-41) Elton John additionally returned to transform his musical compositions from the unique movie earlier than his retirement,[[42]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-42) with Beyoncé aiding John within the remodelling of the soundtrack.[[43]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-43) John, the unique movie's lyricist, Tim Rice, and Beyoncé additionally created a brand new track for the movie,[[44]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-44) titled "Spirit)" and carried out by Beyoncé, which was launched on July 9, 2019, because of the lead single from the soundtrack.[[45]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-TheGift-45) John and Rice additionally wrote a brand new track for the movie's finish credit, titled "By no means Too Late" and carried out by John.[[46]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-Soundtrack-46) The movie additionally options all of the songs from the unique movie, a canopy of The Token's "The Lion Sleeps Tonight", and the track "He Lives in You" from Rhythm of the Satisfaction Lands and the Broadway manufacturing.[[46]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-Soundtrack-46)The soundtrack, that includes Zimmer's rating and John and Rice's songs, was launched digitally on July 11, 2019, and will likely be bodily on July 19, 2019.[[46]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-Soundtrack-46)
Beyoncé additionally produced and curated an album titled The Lion King: The Gift, which can characteristic "Spirit", in addition to songs impressed by the movie. The album is about to be launched on July 19, 2019.[45]#cite_note-TheGift-45)

Advertising

The primary teaser trailer and the official teaser poster for The Lion King debuted throughout the annual Dallas Cowboys' Thanksgiving day came on November 22, 2018.[47]#citenote-EWTeaser-47)[[48]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-VarietyTeaser-48) The trailer was seen 224.6 million occasions in its first 24 hours, turning into the then 2nd most viewed trailer in that time period.[[49]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-TrailerViews-49) A particular sneak peek that includes John Kani's voice as Rafiki) and a brand new poster have been launched in the course of the 91st Academy Awards on February 24, 2019.[[50]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-50) On April 10, 2019, Disney launched the official trailer that includes new footage which revealed Scar), Zazu, Simba and Nala) (each as cubs and as adults), Sarabi, Rafiki), Timon and Pumbaa and the hyenas.[[51]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-51) The trailer was seen 174 million occasions in its first 24 hours, which was revealed on Disney's Investor Day 2019 Webcast.[[52]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-52) On Could 30, 2019, 11 particular person character posters have been launched.[[53]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-53) A particular sneak peek that includes Beyoncé, Billy Eichner, and Seth Rogen's voices as Nala), Timon, and Puma respectively, was launched on June 3, 2019.[[54]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-54) A particular sneak peek that includes Beyoncé and Donald Glover's voices as Simba and Nana singing) "Can You Feel the Love Tonight" and in addition that includes James Earl Jones' voice as Mufasa, was launched on June 20, 2019.[[55]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-55) On July 2, 2019, Disney launched an intensive behind-the-scenes featurette detailing the varied points of the movie's manufacturing together with seven publicity stills that include the voice actors going through their animal counterparts.[[56]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-56)

Shot-for-shot declare

The trailers of the movie led to a declaration of its being a shot-for-shot remake of Disney's 1994 movie. On December 23, 2018, Sean Bailey, Disney's President of Manufacturing, mentioned that whereas the movie will "revere and love these elements that the viewers desires", there will likely be "issues within the film which might be going to be new".[40]#citenote-ScreenRant-40) On April 18, 2019, Favreau acknowledged that "some photographs within the 1994 animated movie are so iconic" he could not presumably change them, however "regardless of what the trailers counsel, this movie isn't just the identical film over once more",[[57]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-57) and later mentioned "it is for much longer than the unique movie. And a part of what we're doing right here is to (give it extra dimension) not simply visually however each story smart and emotionally."[[58]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-58) On Could 30, 2019, Favreau mentioned that a number of the humour and characterizations are being altered to be extra according to the remainder of the movie,[[59]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-59) and this remake is making some adjustments in sure scenes from the unique movie, in addition to in its construction.[[21]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-FavreauVideoGame-21)On June 14, 2019, Favreau mentioned that, whereas the unique movie's fundamental plot factors will stay unchanged within the remake, the movie will largely diverge from the unique model, and hinted that the Elephant Graveyard, the hyenas' lair within the authentic movie, will likely be changed by a brand new location.[[13]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-DirectorHyenas-13) On July 5, 2019, the movie was revealed to have a 118 minutes period, making it roughly 30 minutes longer than the unique movie.[[60]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-60)

Launch

The Lion King premiered in Hollywood on July 9, 2019.[61]#citenote-61) The movie is scheduled to be theatrically launched in America on July 19, 2019.[[62]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-62) It will likely be one of many first theatrical movies to be launched on Disney+, alongside Aladdin), Toy Story 4, Frozen 2, Captain Marvel), and Avengers: Endgame.[[63]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-63)
The movie started its worldwide rollout per week earlier than its home launch, beginning with July 12 in China.[64]#cite_note-ChinaPreview-64)

Reception

Field workplace

Starting on June 24, 2019 (which marked the 25th anniversary of the discharge of the unique movie), in its first 24 hours of pre-sales, The Lion King grew to become the second-best pre-seller of 2019 on Fandango) in that body (behind Avengers: Endgame), whereas Atom Tickets reported it gave their best-ever first-day gross sales for a household movie.[65]#citenote-Presales_record-65) Three weeks previous to its launch, business monitoring projected the movie would gross $150–170 million in its home opening weekend.[[66]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-66)[[67]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-67)
In China, the place it launched per week previous to the U.S., the movie was projected to debut to $50–60 million.[64]#citenote-ChinaPreview-64) It ended up opening to $54.7 million, beating the debuts of The Jungle Ebook and Magnificence and the Beast.[[68]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-68)

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Vital response

On review aggregator web site Rotten Tomatoes, the movie holds an approval ranking of 59% based mostly on 123 evaluations, and an average rating of 6.45/10. The web site's important consensus reads, "Although it may take satisfaction in its visible achievements, this reimagined The Lion King is a by the numbers retelling that lacks the power and coronary heart that made the unique so beloved – although for some followers that will simply be sufficient."[69]#citenote-69) Metacritic gave the movie a weighted common rating of 57 out of 100 based mostly on 38 critics, indicating "blended or common evaluations".[[70]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-70)
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Kenneth Turan on the Los Angeles Times referred to like the movie "polished, satisfying leisure."[71]#citenote-71) Todd McCarthy at The Hollywood Reporter thought-about it to be inferior to the unique, noting, "The movie's aesthetic warning and predictability start to put on down on your entire enterprise within the second half."[[72]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-72) At The Guardian, Peter Bradshaw discovered the movie "watchable and pleasing. However, I missed the simplicity and vividness of the unique hand-drawn pictures."[[73]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-73)
A. A. Dowd, writing for The A.V. Club, summarized the movie as "Joyless, artless, and perhaps soulless, it transforms some of the putting titles from the Mouse Home vault into a really costly, star-studded Disneynature movie." Dowd bemoaned the movie's insistence on realism, commenting, "We're watching a hole bastardization of a blockbuster, without delay fully reliant on the viewers' pre-established affection for its predecessor and unusually decided to jettison a lot of what made it particular."[74]#citenote-74) Scott Mendelson at Forces condemned the movie as a "crushing disappointment": "At nearly each flip, this redo undercuts its personal melodrama by downplaying its personal feelings."[[75]](https://en.wikipedia.org/wiki/The_Lion_King(2019film)#cite_note-75) David Ehrlich of IndieWire panned the movie, writing, "Unfolding just like the world's longest and least convincing deep fake, Jon Favreau's (nearly) photorealistic remake of The Lion King is supposed to characterize the following step in Disney's circle of life. As an alternative, this soulless chimera of a movie comes off as little greater than a glorified tech demo from a grasping conglomerate — a well-rendered however creatively bankrupt self-portrait of a film studio consuming its personal tail."[[76]](https://en.wikipedia.org/wiki/The_Lion_King(2019_film)#cite_note-76)
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Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

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    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)

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  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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