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102-509: Invited members Yoichi Iida The Global Partnership on Artificial Intelligence ( GPAI , pronounced "gee-pay") is an international initiative established to guide the responsible development and use of artificial intelligence (AI) in a manner that respects human rights and the shared democratic values of its members. The partnership was first proposed by Canada and France at the 2018 44th G7 summit , and officially launched in June 2020. GPAI

204-496: A CA$ 500 million (US$ 400 million) investment over the next five years in producing content in Canada. The company denied that the deal was intended to result in a tax break . Netflix realized this goal by December 2018. In October 2017, Netflix iterated a goal of having half of its library consist of original content by 2019, announcing a plan to invest $ 8 billion on original content in 2018. In October 2017, Netflix introduced

306-428: A Defenders miniseries that would tie them together. Daredevil and Jessica Jones premiered in 2015. The Luke Cage series premiered on September 30, 2016, followed by Iron Fist on March 17, 2017, and The Defenders on August 18, 2017. Marvel owner Disney later entered into other content agreements with Netflix, including acquiring its animated Star Wars series Star Wars: The Clone Wars , and

408-581: A loss function . Variants of gradient descent are commonly used to train neural networks. Another type of local search is evolutionary computation , which aims to iteratively improve a set of candidate solutions by "mutating" and "recombining" them, selecting only the fittest to survive each generation. Distributed search processes can coordinate via swarm intelligence algorithms. Two popular swarm algorithms used in search are particle swarm optimization (inspired by bird flocking ) and ant colony optimization (inspired by ant trails ). Formal logic

510-535: A music publishing deal with BMG Rights Management , whereby BMG will oversee rights outside of the United States for music associated with Netflix original content. Netflix continues to handle these tasks in-house in the United States. On April 25, 2017, Netflix signed a licensing deal with IQIYI , a Chinese video streaming platform owned by Baidu , to allow selected Netflix original content to be distributed in China on

612-503: A "Netflix Player" that would allow streaming content to be played directly on a television rather than a desktop or laptop. Hastings eventually shut down the project to help encourage other hardware manufacturers to include built-in Netflix support, which would be spun off as the digital media player product Roku . In January 2008, all rental-disc subscribers became entitled to unlimited streaming at no additional cost. This change came in

714-472: A "degree of truth" between 0 and 1. It can therefore handle propositions that are vague and partially true. Non-monotonic logics , including logic programming with negation as failure , are designed to handle default reasoning . Other specialized versions of logic have been developed to describe many complex domains. Many problems in AI (including in reasoning, planning, learning, perception, and robotics) require

816-413: A DVD rental service, which not only allowed users to check out titles through online sites but allowed for them to return them at brick and-mortar stores. By 2006, Blockbuster's service reached two million users, and while trailing Netflix's subscriber count, was drawing business away from Netflix. Netflix lowered fees in 2007. While it was an urban legend that Netflix ultimately "killed" Blockbuster in

918-805: A Netflix original series, receiving much critical acclaim. On January 22, 2019, Netflix sought and was approved for membership into the Motion Picture Association of America (MPAA), making it the first streaming service to join the association. In February 2019, The Haunting creator Mike Flanagan joined frequent collaborator Trevor Macy as a partner in Intrepid Pictures and the duo signed an exclusive overall deal with Netflix to produce television content. On May 9, 2019, Netflix contracted with Dark Horse Entertainment to make television series and films based on comics from Dark Horse Comics . In July 2019, Netflix announced that it would be opening

1020-560: A computer scientist and mathematician, was a co-founder of Pure Software , which was acquired by Rational Software that year for $ 750 million, the then biggest acquisition in Silicon Valley history. Randolph had worked as a marketing director for Pure Software after Pure Atria acquired a company where Randolph worked. He was previously a co-founder of MicroWarehouse , a computer mail-order company, as well as vice president of marketing for Borland . Hastings and Randolph came up with

1122-754: A concession stand. In January 2020, Netflix announced a new four-film deal with Adam Sandler worth up to $ 275 million. On February 25, 2020, Netflix formed partnerships with six Japanese creators to produce an original Japanese anime project. This partnership includes manga creator group CLAMP, mangaka Shin Kibayashi , mangaka Yasuo Ohtagaki, novelist and film director Otsuichi , novelist Tow Ubutaka, and manga creator Mari Yamazaki . On March 4, 2020, ViacomCBS announced that it will be producing two spin-off films based on SpongeBob SquarePants for Netflix. On April 7, 2020, Peter Chernin 's Chernin Entertainment made

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1224-460: A contradiction from premises that include the negation of the problem to be solved. Inference in both Horn clause logic and first-order logic is undecidable , and therefore intractable . However, backward reasoning with Horn clauses, which underpins computation in the logic programming language Prolog , is Turing complete . Moreover, its efficiency is competitive with computation in other symbolic programming languages. Fuzzy logic assigns

1326-411: A copy of Apollo 13 . Hastings invested $ 2.5 million into Netflix from the sale of Pure Atria. Netflix launched as the first DVD rental and sales website with 30 employees and 925 titles available—nearly all DVDs published. Randolph and Hastings met with Jeff Bezos , where Amazon offered to acquire Netflix for between $ 14 and $ 16 million. Fearing competition from Amazon, Randolph at first thought

1428-1950: A deal with Open Road Films . On August 23, 2012, Netflix and The Weinstein Company signed a multi-year output deal for RADiUS-TWC films. In September 2012, Epix signed a five-year streaming deal with Netflix. For the initial two years of this agreement, first-run and back-catalog content from Epix was exclusive to Netflix. Epix films came to Netflix 90 days after premiering on Epix. These included films from Paramount, Metro-Goldwyn-Mayer and Lionsgate. On October 18, 2012, Netflix launched in Denmark , Finland , Norway and Sweden . On December 4, 2012, Netflix and Disney announced an exclusive multi-year agreement for first-run United States subscription television rights to Walt Disney Studios ' animated and live-action films, with classics such as Dumbo , Alice in Wonderland and Pocahontas available immediately and others available on Netflix beginning in 2016. Direct-to-video releases were made available in 2013. On January 14, 2013, Netflix signed an agreement with Time Warner 's Turner Broadcasting System and Warner Bros. Television to distribute Cartoon Network , Warner Bros. Animation , and Adult Swim content, as well as TNT 's Dallas , beginning in March 2013. The rights to these programs were given to Netflix shortly after deals with Viacom to stream Nickelodeon and Nick Jr. Channel programs expired. For cost reasons, Netflix stated that it would limit its expansion in 2013, adding only one new market—the Netherlands—in September of that year. This expanded its availability to 40 territories. In 2011, Netflix began its efforts into original content development. In March, it made

1530-412: A hub at Shepperton Studios as part of a deal with Pinewood Group . In early-August 2019, Netflix negotiated an exclusive multi-year film and television deal with Game of Thrones creators and showrunners David Benioff and D.B. Weiss . The first Netflix production created by Benioff and Weiss was planned as an adaptation of Liu Cixin 's science fiction novel The Three-Body Problem , part of

1632-657: A multi-year deal to create original projects for the service. In May 2014, Netflix & Sony Pictures Animation had a major multi-deal to acquired streaming rights to produce films. It also began to introduce an updated logo, with a flatter appearance and updated typography. In September 2014, Netflix expanded into six new European markets, including Austria , Belgium , France , Germany , Luxembourg , and Switzerland . On September 10, 2014, Netflix participated in Internet Slowdown Day by deliberately slowing down its speed in support of net neutrality regulations in

1734-467: A new season of the previously cancelled Fox sitcom Arrested Development . Netflix acquired the U.S. rights to the Norwegian drama Lilyhammer after its television premiere on Norway's NRK1 on January 25, 2012. Notably departing from the traditional broadcast television model of weekly episode premieres, Netflix chose to release the entire first season on February 8 of the same year. House of Cards

1836-437: A new sixth season. In February 2014, Netflix began to enter into agreements with U.S. internet service providers, beginning with Comcast (whose customers had repeatedly complained of frequent buffering when streaming Netflix), in order to provide the service a direct connection to their networks. In April 2014, Netflix signed Arrested Development creator Mitchell Hurwitz and his production firm The Hurwitz Company to

1938-429: A path to a target goal, a process called means-ends analysis . Simple exhaustive searches are rarely sufficient for most real-world problems: the search space (the number of places to search) quickly grows to astronomical numbers . The result is a search that is too slow or never completes. " Heuristics " or "rules of thumb" can help prioritize choices that are more likely to reach a goal. Adversarial search

2040-612: A response to the introduction of Hulu and to Apple 's new video-rental services. In August 2008, the Netflix database was corrupted and the company was not able to ship DVDs to customers for 3 days, leading the company to move all its data to the Amazon Web Services cloud. In November 2008, Netflix began offering subscribers rentals on Blu-ray and discontinued its sale of used DVDs. In 2009, Netflix streams overtook DVD shipments. On January 6, 2010, Netflix agreed with Warner Bros. to delay new release rentals to 28 days after

2142-740: A settlement with the American Council of the Blind , Netflix agreed to provide descriptions for its original series within 30 days of their premiere, and add screen reader support and the ability to browse content by availability of descriptions. In March 2015, Netflix expanded to Australia and New Zealand . In September 2015, Netflix launched in Japan , its first country in Asia. In October 2015, Netflix launched in Italy , Portugal , and Spain . In January 2016, at

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2244-530: A straight-to-series order from MRC for the political drama House of Cards , led by Kevin Spacey , outbidding U.S. cable networks. This marked the first instance of a first-run television series being specifically commissioned by the service. In November the same year, Netflix added two more significant productions to its roster: the comedy-drama Orange Is the New Black , adapted from Piper Kerman 's memoir , and

2346-721: A tool that can be used for reasoning (using the Bayesian inference algorithm), learning (using the expectation–maximization algorithm ), planning (using decision networks ) and perception (using dynamic Bayesian networks ). Probabilistic algorithms can also be used for filtering, prediction, smoothing, and finding explanations for streams of data, thus helping perception systems analyze processes that occur over time (e.g., hidden Markov models or Kalman filters ). The simplest AI applications can be divided into two types: classifiers (e.g., "if shiny then diamond"), on one hand, and controllers (e.g., "if diamond then pick up"), on

2448-669: A wide range of techniques, including search and mathematical optimization , formal logic , artificial neural networks , and methods based on statistics , operations research , and economics . AI also draws upon psychology , linguistics , philosophy , neuroscience , and other fields. Artificial intelligence was founded as an academic discipline in 1956, and the field went through multiple cycles of optimism, followed by periods of disappointment and loss of funding, known as AI winter . Funding and interest vastly increased after 2012 when deep learning outperformed previous AI techniques. This growth accelerated further after 2017 with

2550-487: A wide variety of techniques to accomplish the goals above. AI can solve many problems by intelligently searching through many possible solutions. There are two very different kinds of search used in AI: state space search and local search . State space search searches through a tree of possible states to try to find a goal state. For example, planning algorithms search through trees of goals and subgoals, attempting to find

2652-1139: Is intelligence exhibited by machines , particularly computer systems . It is a field of research in computer science that develops and studies methods and software that enable machines to perceive their environment and use learning and intelligence to take actions that maximize their chances of achieving defined goals. Such machines may be called AIs. Some high-profile applications of AI include advanced web search engines (e.g., Google Search ); recommendation systems (used by YouTube , Amazon , and Netflix ); interacting via human speech (e.g., Google Assistant , Siri , and Alexa ); autonomous vehicles (e.g., Waymo ); generative and creative tools (e.g., ChatGPT , and AI art ); and superhuman play and analysis in strategy games (e.g., chess and Go ). However, many AI applications are not perceived as AI: "A lot of cutting edge AI has filtered into general applications, often without being called AI because once something becomes useful enough and common enough it's not labeled AI anymore ." The various subfields of AI research are centered around particular goals and

2754-641: Is a body of knowledge represented in a form that can be used by a program. An ontology is the set of objects, relations, concepts, and properties used by a particular domain of knowledge. Knowledge bases need to represent things such as objects, properties, categories, and relations between objects; situations, events, states, and time; causes and effects; knowledge about knowledge (what we know about what other people know); default reasoning (things that humans assume are true until they are told differently and will remain true even when other facts are changing); and many other aspects and domains of knowledge. Among

2856-459: Is an input, at least one hidden layer of nodes and an output. Each node applies a function and once the weight crosses its specified threshold, the data is transmitted to the next layer. A network is typically called a deep neural network if it has at least 2 hidden layers. Learning algorithms for neural networks use local search to choose the weights that will get the right output for each input during training. The most common training technique

2958-462: Is an interdisciplinary umbrella that comprises systems that recognize, interpret, process, or simulate human feeling, emotion, and mood . For example, some virtual assistants are programmed to speak conversationally or even to banter humorously; it makes them appear more sensitive to the emotional dynamics of human interaction, or to otherwise facilitate human–computer interaction . However, this tends to give naïve users an unrealistic conception of

3060-444: Is an unsolved problem. Knowledge representation and knowledge engineering allow AI programs to answer questions intelligently and make deductions about real-world facts. Formal knowledge representations are used in content-based indexing and retrieval, scene interpretation, clinical decision support, knowledge discovery (mining "interesting" and actionable inferences from large databases ), and other areas. A knowledge base

3162-422: Is anything that perceives and takes actions in the world. A rational agent has goals or preferences and takes actions to make them happen. In automated planning , the agent has a specific goal. In automated decision-making , the agent has preferences—there are some situations it would prefer to be in, and some situations it is trying to avoid. The decision-making agent assigns a number to each situation (called

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3264-399: Is available internationally in multiple languages. Launched in 2007, nearly a decade after Netflix, Inc. began its pioneering DVD-by-mail movie rental service, Netflix is the most-subscribed video on demand streaming media service, with 282.7 million paid memberships in more than 190 countries as of 2024. By 2022, "Netflix Original" productions accounted for half of its library in

3366-413: Is classified based on previous experience. There are many kinds of classifiers in use. The decision tree is the simplest and most widely used symbolic machine learning algorithm. K-nearest neighbor algorithm was the most widely used analogical AI until the mid-1990s, and Kernel methods such as the support vector machine (SVM) displaced k-nearest neighbor in the 1990s. The naive Bayes classifier

3468-538: Is hosted by the Organisation for Economic Co-operation and Development (OECD). GPAI seeks to bridge the gap between theory and practice by supporting research and applied activities in areas that are directly relevant to policymakers in the realm of AI. It brings together experts from industry, civil society, governments, and academia to collaborate on the challenges and opportunities presented by artificial intelligence. The Global Partnership on Artificial Intelligence

3570-413: Is labelled by a solution of the problem and whose leaf nodes are labelled by premises or axioms . In the case of Horn clauses , problem-solving search can be performed by reasoning forwards from the premises or backwards from the problem. In the more general case of the clausal form of first-order logic , resolution is a single, axiom-free rule of inference, in which a problem is solved by proving

3672-400: Is reportedly the "most widely used learner" at Google, due in part to its scalability. Neural networks are also used as classifiers. An artificial neural network is based on a collection of nodes also known as artificial neurons , which loosely model the neurons in a biological brain. It is trained to recognise patterns; once trained, it can recognise those patterns in fresh data. There

3774-423: Is the backpropagation algorithm. Neural networks learn to model complex relationships between inputs and outputs and find patterns in data. In theory, a neural network can learn any function. Netflix Netflix is an American subscription video on-demand over-the-top streaming service. The service primarily distributes original and acquired films and television shows from various genres, and it

3876-404: Is the process of proving a new statement ( conclusion ) from other statements that are given and assumed to be true (the premises ). Proofs can be structured as proof trees , in which nodes are labelled by sentences, and children nodes are connected to parent nodes by inference rules . Given a problem and a set of premises, problem-solving reduces to searching for a proof tree whose root node

3978-440: Is used for game-playing programs, such as chess or Go. It searches through a tree of possible moves and counter-moves, looking for a winning position. Local search uses mathematical optimization to find a solution to a problem. It begins with some form of guess and refines it incrementally. Gradient descent is a type of local search that optimizes a set of numerical parameters by incrementally adjusting them to minimize

4080-455: Is used for reasoning and knowledge representation . Formal logic comes in two main forms: propositional logic (which operates on statements that are true or false and uses logical connectives such as "and", "or", "not" and "implies") and predicate logic (which also operates on objects, predicates and relations and uses quantifiers such as " Every X is a Y " and "There are some X s that are Y s"). Deductive reasoning in logic

4182-436: Is used in AI programs that make decisions that involve other agents. Machine learning is the study of programs that can improve their performance on a given task automatically. It has been a part of AI from the beginning. There are several kinds of machine learning. Unsupervised learning analyzes a stream of data and finds patterns and makes predictions without any other guidance. Supervised learning requires labeling

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4284-905: Is when the knowledge gained from one problem is applied to a new problem. Deep learning is a type of machine learning that runs inputs through biologically inspired artificial neural networks for all of these types of learning. Computational learning theory can assess learners by computational complexity , by sample complexity (how much data is required), or by other notions of optimization . Natural language processing (NLP) allows programs to read, write and communicate in human languages such as English . Specific problems include speech recognition , speech synthesis , machine translation , information extraction , information retrieval and question answering . Early work, based on Noam Chomsky 's generative grammar and semantic networks , had difficulty with word-sense disambiguation unless restricted to small domains called " micro-worlds " (due to

4386-598: The Remembrance of Earth's Past trilogy. On September 30, 2019, in addition to renewing Stranger Things for a fourth season , Netflix signed The Duffer Brothers to an overall deal covering future film and television projects for the service. On November 13, 2019, Netflix and Nickelodeon entered into a multi-year agreement to produce several original animated feature films and television series based on Nickelodeon's library of characters. This agreement expanded on their existing relationship, in which new specials based on

4488-503: The BBC , Sarandos said the company also looking to expand investments in non-traditional foreign markets due to the growth of viewers outside of North America. At the time, this included programs such as Dark from Germany, Ingobernable from Mexico and 3% from Brazil . On May 22, 2018, former president , Barack Obama , and his wife, Michelle Obama , signed a deal to produce docu-series, documentaries and features for Netflix under

4590-610: The Consumer Electronics Show , Netflix announced a major international expansion of its service into 130 additional countries. It then had become available worldwide except China , Syria , North Korea , Kosovo and Crimea . In May 2016, Netflix created a tool called Fast.com to determine the speed of an Internet connection. It received praise for being "simple" and "easy to use", and does not include online advertising , unlike competitors. On November 30, 2016, Netflix launched an offline playback feature, allowing users of

4692-635: The Harvey Weinstein sexual abuse cases . In November 2017, Netflix announced that it would be making its first original Colombian series, to be executive produced by Ciro Guerra . In December 2017, Netflix signed Stranger Things director-producer Shawn Levy and his production company 21 Laps Entertainment to what sources say is a four-year deal. In 2017, Netflix invested in distributing exclusive stand-up comedy specials from Dave Chappelle , Louis C.K. , Chris Rock , Jim Gaffigan , Bill Burr and Jerry Seinfeld . In February 2018, Netflix acquired

4794-465: The Netflix Prize , $ 1,000,000 to the first developer of a video-recommendation algorithm that could beat its existing algorithm Cinematch, at predicting customer ratings by more than 10%. On September 21, 2009, it awarded the $ 1,000,000 prize to team "BellKor's Pragmatic Chaos". Cinematch, launched in 2000, was a system that recommended movies to its users, many of which might have been entirely new to

4896-520: The bar exam , SAT test, GRE test, and many other real-world applications. Machine perception is the ability to use input from sensors (such as cameras, microphones, wireless signals, active lidar , sonar, radar, and tactile sensors ) to deduce aspects of the world. Computer vision is the ability to analyze visual input. The field includes speech recognition , image classification , facial recognition , object recognition , object tracking , and robotic perception . Affective computing

4998-503: The domain name DVD.com. By 2016, Netflix rebranded its DVD-by-mail service under the name DVD.com, A Netflix Company . In April 2012, Netflix filed with the Federal Election Commission (FEC) to form a political action committee (PAC) called FLIXPAC. Netflix spokesperson Joris Evers tweeted that the intent was to "engage on issues like net neutrality , bandwidth caps , UBB and VPPA ". In June 2012, Netflix signed

5100-473: The dot-com bubble , while Netflix was suffering losses, Hastings and Randolph offered to sell the company to Blockbuster for $ 50 million. John Antioco , CEO of Blockbuster, thought the offer was a joke and declined, saying, "The dot-com hysteria is completely overblown." While Netflix experienced fast growth in early 2001, the continued effects of the dot-com bubble collapse and the September 11 attacks caused

5202-560: The remote controls of devices compatible with the service, such as Blu-ray players . By May 2011, Netflix had become the largest source of Internet streaming traffic in North America, accounting for 30% of traffic during peak hours. On July 12, 2011, Netflix announced that it would separate its existing subscription plans into two separate plans: one covering the streaming and the other DVD rental services. The cost for streaming would be $ 7.99 per month, while DVD rental would start at

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5304-416: The transformer architecture , and by the early 2020s hundreds of billions of dollars were being invested in AI (known as the " AI boom "). The widespread use of AI in the 21st century exposed several unintended consequences and harms in the present and raised concerns about its risks and long-term effects in the future, prompting discussions about regulatory policies to ensure the safety and benefits of

5406-436: The " utility ") that measures how much the agent prefers it. For each possible action, it can calculate the " expected utility ": the utility of all possible outcomes of the action, weighted by the probability that the outcome will occur. It can then choose the action with the maximum expected utility. In classical planning , the agent knows exactly what the effect of any action will be. In most real-world problems, however,

5508-458: The "Profiles" feature that permits accounts to accommodate up to five user profiles. In November 2013, Marvel Television and ABC Studios announced Netflix had ordered a slate of four television series based on the Marvel Comics characters Daredevil , Jessica Jones , Iron Fist and Luke Cage . Each of the four series received an initial order of 13 episodes, and Netflix also ordered

5610-440: The "Skip Intro" feature which allows customers to skip the intros to shows on its platform through a variety of techniques including manual reviewing, audio tagging, and machine learning . In November 2017, Netflix signed an exclusive multi-year deal with Orange Is the New Black creator Jenji Kohan . In November 2017, Netflix withdrew from co-hosting a party at the 75th Golden Globe Awards with The Weinstein Company due to

5712-487: The "dynamic queue" of DVDs available for each customer, Netflix's method of using the ranked preferences in the queue to send DVDs to subscribers, and Netflix's method permitting the queue to be updated and reordered. The second cause of action alleged infringement of the subscription rental service as well as Netflix's methods of communication and delivery. The companies settled their dispute on June 25, 2007; terms were not disclosed. On October 1, 2006, Netflix announced

5814-632: The DVD rental market, Blockbuster's debt load and internal disagreements hurt the company. On April 4, 2006, Netflix filed a patent infringement lawsuit in which it demanded a jury trial in the United States District Court for the Northern District of California , alleging that Blockbuster 's online DVD rental subscription program violated two patents held by Netflix. The first cause of action alleged Blockbuster's infringement of copying

5916-571: The DVDs became available for sale, in an attempt to help studios sell physical copies, and similar deals involving Universal Pictures and 20th Century Fox were reached on April 9. In July 2010, Netflix signed a deal to stream movies of Relativity Media . In August 2010, Netflix reached a five-year deal worth nearly $ 1 billion to stream films from Paramount , Lionsgate and Metro-Goldwyn-Mayer . The deal increased Netflix's annual spending fees, adding roughly $ 200 million per year. It spent $ 117 million in

6018-611: The European Union . The Organisation for Economic Co-operation and Development (OECD) hosts a dedicated secretariat to support GPAI's governing bodies and activities. UNESCO joined the partnership in December 2020 as an observer. On November 11, 2021, Czechia , Israel and few more EU countries also joined the GPAI, bringing the total membership to 25 countries. Since the November 2022 summit,

6120-489: The Internet. However, at that time it only had 1,000 films available for streaming, compared to 70,000 available on DVD. The company had for some time considered offering movies online, but it was only in the mid-2000s that data speeds and bandwidth costs had improved sufficiently to allow customers to download movies from the internet. The original idea was a "Netflix box" that could download movies overnight, and be ready to watch

6222-466: The Netflix production logo at the screening. Netflix's attempts to negotiate to allow a limited release in France were curtailed by organizers, as well as French cultural exception law—where theatrically screened films are legally forbidden from being made available via video-on-demand services until at least 36 months after their release. Besides traditional Hollywood markets as well as from partners like

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6324-515: The Netflix mobile apps on Android or iOS to cache content on their devices in standard or high quality for viewing offline, without an Internet connection. In 2016, Netflix released an estimated 126 original series or films, more than any network or cable channel. In April 2016, Hastings stated that the company planned to expand its in-house, Los Angeles-based Netflix Studios to grow its output; Hastings ruled out any potential acquisitions of existing studios. In February 2017, Netflix signed

6426-534: The New Black had been its most-watched original series so far, with all of them having "an audience comparable with successful shows on cable and broadcast TV." On March 13, 2013, Netflix added a Facebook sharing feature, letting United States subscribers access "Watched by your friends" and "Friends' Favorites" by agreeing. This was not legal until the Video Privacy Protection Act was modified in early 2013. On August 1, 2013, Netflix reintroduced

6528-473: The Obamas' newly formed production company, Higher Ground Productions . In June 2018, Netflix announced a partnership with Telltale Games to port its adventure games to the service in a streaming video format, allowing simple controls through a television remote. The first game, Minecraft: Story Mode , was released in November 2018. In July 2018, Netflix earned the most Emmy nominations of any network for

6630-596: The Teenage Mutant Ninja Turtles . The agreement with Disney ended in 2019 due to the launch of Disney+ , with its Marvel productions moving exclusively to the service in 2022. In November 2019, Netflix announced that it had signed a long-term lease to save the Paris Theatre, the last single-screen movie theater in Manhattan . The company oversaw several renovations at the theater, including new seats and

6732-592: The UK subscribers in 2021 was £1.4bn. In April 2018, Netflix pulled out of the Cannes Film Festival , in response to new rules requiring competition films to have been released in French theaters. The Cannes premiere of Okja in 2017 was controversial, and led to discussions over the appropriateness of films with simultaneous digital releases being screened at an event showcasing theatrical film; audience members also booed

6834-647: The United States and the namesake company had ventured into other categories, such as video game publishing of mobile games through its flagship service. As of 2023, Netflix is the 23rd most-visited website in the world , with 23.66% of its traffic coming from the United States , followed by the United Kingdom at 5.84%, and Brazil at 5.64%. Netflix was founded by Marc Randolph and Reed Hastings on August 29, 1997, in Scotts Valley, California . Hastings,

6936-497: The United States in early 1997, they tested the concept of selling or renting DVDs by mail, by mailing a compact disc to Hastings's house in Santa Cruz. When the CD arrived intact, they decided to enter the $ 16 billion Home-video sales and rental industry. Hastings is often quoted saying that he decided to start Netflix after being fined $ 40 at a Blockbuster store for being late to return

7038-436: The United States. In October 2014, Netflix announced a four-film deal with Adam Sandler and his Happy Madison Productions . In April 2015, following the launch of Daredevil , Netflix director of content operations Tracy Wright announced that Netflix had added support for audio description , and had begun to work with its partners to add descriptions to its other original series over time. The following year, as part of

7140-875: The World and worldwide distribution of Universal's Extinction , Warner Bros.' Mowgli: Legend of the Jungle , Paramount's The Lovebirds and 20th Century Studios' The Woman in the Window . In March, the service ordered Formula 1: Drive to Survive , a racing docuseries following teams in the Formula One world championship. In March 2018, Sky UK announced an agreement with Netflix to integrate Netflix's subscription VOD offering into its pay-TV service. Customers with its high-end Sky Q set-top box and service will be able to see Netflix titles alongside their regular Sky channels. In October 2022, Netflix revealed that its annual revenue from

7242-421: The agent can seek information to improve its preferences. Information value theory can be used to weigh the value of exploratory or experimental actions. The space of possible future actions and situations is typically intractably large, so the agents must take actions and evaluate situations while being uncertain of what the outcome will be. A Markov decision process has a transition model that describes

7344-510: The agent may not be certain about the situation they are in (it is "unknown" or "unobservable") and it may not know for certain what will happen after each possible action (it is not "deterministic"). It must choose an action by making a probabilistic guess and then reassess the situation to see if the action worked. In some problems, the agent's preferences may be uncertain, especially if there are other agents or humans involved. These can be learned (e.g., with inverse reinforcement learning ), or

7446-529: The agent to operate with incomplete or uncertain information. AI researchers have devised a number of tools to solve these problems using methods from probability theory and economics. Precise mathematical tools have been developed that analyze how an agent can make choices and plan, using decision theory , decision analysis , and information value theory . These tools include models such as Markov decision processes , dynamic decision networks , game theory and mechanism design . Bayesian networks are

7548-415: The agreement. In December 2018, the company announced a partnership with ESPN Films on a television documentary chronicling Michael Jordan and the 1997–98 Chicago Bulls season titled The Last Dance . It was released internationally on Netflix and became available for streaming in the United States three months after a broadcast airing on ESPN . In January 2019, Sex Education made its debut as

7650-648: The common sense knowledge problem ). Margaret Masterman believed that it was meaning and not grammar that was the key to understanding languages, and that thesauri and not dictionaries should be the basis of computational language structure. Modern deep learning techniques for NLP include word embedding (representing words, typically as vectors encoding their meaning), transformers (a deep learning architecture using an attention mechanism), and others. In 2019, generative pre-trained transformer (or "GPT") language models began to generate coherent text, and by 2023, these models were able to get human-level scores on

7752-436: The company to hold off plans for its initial public offering (IPO) and to lay off one-third of its 120 employees. DVD players were a popular gift for holiday sales in late 2001, and demand for DVD subscription services were "growing like crazy", according to chief talent officer Patty McCord . The company went public on May 23, 2002, selling 5.5 million shares of common stock at US$ 15.00 per share. In 2003, Netflix

7854-444: The first six months of 2010 on streaming, up from $ 31 million in 2009. On September 22, 2010, Netflix launched in Canada, its first international market. In November 2010, Netflix began offering a standalone streaming service separate from DVD rentals. In 2010, Netflix acquired the rights to Breaking Bad , produced by Sony Pictures Television, after the show's third season, at a point where original broadcaster AMC had expressed

7956-583: The first time with 112 nods. On August 27, 2018, the company signed a five-year exclusive overall deal with international best–selling author Harlan Coben . On the same day, the company signed an overall deal with Gravity Falls creator Alex Hirsch . In October 2018, Netflix paid under $ 30 million to acquire Albuquerque Studios (ABQ Studios), a $ 91 million film and TV production facility with eight sound stages in Albuquerque , New Mexico , for its first U.S. production hub, pledging to spend over $ 1 billion over

8058-588: The first two Working Groups, and one in Paris that supports the latter two. It also has a Steering Committee, the elected chair of which has also been to date elected chair of the Multi Stakeholder Group (MEG). These chairs have been: GPAI has a rotating presidency and host (much like the G7). The presidencies to date have been: Artificial intelligence Artificial intelligence ( AI ), in its broadest sense,

8160-683: The idea for Netflix while carpooling between their homes in Santa Cruz, California , and Pure Atria's headquarters in Sunnyvale. Patty McCord , later head of human resources at Netflix, was also in the carpool group. Randolph admired Amazon and wanted to find a large category of portable items to sell over the Internet using a similar model. Hastings and Randolph considered and rejected selling and renting VHS as too expensive to stock and too delicate to ship. When they heard about DVDs, first introduced in

8262-440: The intelligence of existing computer agents. Moderate successes related to affective computing include textual sentiment analysis and, more recently, multimodal sentiment analysis , wherein AI classifies the affects displayed by a videotaped subject. A machine with artificial general intelligence should be able to solve a wide variety of problems with breadth and versatility similar to human intelligence . AI research uses

8364-537: The late 1980s and 1990s, methods were developed for dealing with uncertain or incomplete information, employing concepts from probability and economics . Many of these algorithms are insufficient for solving large reasoning problems because they experience a "combinatorial explosion": They become exponentially slower as the problems grow. Even humans rarely use the step-by-step deduction that early AI research could model. They solve most of their problems using fast, intuitive judgments. Accurate and efficient reasoning

8466-608: The list of members stands at 29. Austria , Chile , Finland , Malaysia , Norway , Slovakia and Switzerland were invited. The seven, however, are pending membership approval. The following 29 members of the GPAI are: Invited members: GPAI's experts collaborate across several Working Groups themes: Responsible AI (including an ad-hoc subgroup on AI and Pandemic Response), Data Governance, Future of Work, and Innovation & Commercialization. GPAI's Working Groups are supported by two Centres of Expertise: one in Montreal that supports

8568-457: The most difficult problems in knowledge representation are the breadth of commonsense knowledge (the set of atomic facts that the average person knows is enormous); and the sub-symbolic form of most commonsense knowledge (much of what people know is not represented as "facts" or "statements" that they could express verbally). There is also the difficulty of knowledge acquisition , the problem of obtaining knowledge for AI applications. An "agent"

8670-525: The name Netflix and that its streaming and DVD-rental plans would remain branded together, citing customer dissatisfaction with the split. In October 2011. Netflix and The CW signed a multi-year output deal for its television shows. On January 9, 2012, Netflix started its expansion to Europe, launching in the United Kingdom and Ireland. In February 2012, Netflix reached a multi-year agreement with The Weinstein Company . In March 2012, Netflix acquired

8772-530: The next day. By 2005, Netflix had acquired movie rights and designed the box and service. But after witnessing how popular streaming services such as YouTube were despite the lack of high-definition content, the concept of using a hardware device was scrapped and replaced with a streaming concept. In February 2007, Netflix delivered its billionth DVD, a copy of Babel to a customer in Texas. In April 2007, Netflix recruited ReplayTV founder Anthony Wood , to build

8874-494: The next decade to create one of the largest film studios in North America. In November 2018, Paramount Pictures signed a multi-picture film deal with Netflix, making Paramount the first major film studio to sign a deal with Netflix. A sequel to AwesomenessTV 's To All the Boys I've Loved Before was released on Netflix under the title To All the Boys: P.S. I Still Love You as part of

8976-524: The offer was fair, but Hastings, who owned 70% of the company, turned it down on the plane ride home. Initially, Netflix offered a per-rental model for each DVD but introduced a monthly subscription concept in September 1999. The per-rental model was dropped by early 2000, allowing the company to focus on the business model of flat-fee unlimited rentals without due dates, late fees, shipping and handling fees, or per-title rental fees. In September 2000, during

9078-405: The other hand. Classifiers are functions that use pattern matching to determine the closest match. They can be fine-tuned based on chosen examples using supervised learning . Each pattern (also called an " observation ") is labeled with a certain predefined class. All the observations combined with their class labels are known as a data set . When a new observation is received, that observation

9180-455: The past Nickelodeon series Invader Zim and Rocko's Modern Life ( Invader Zim: Enter the Florpus and Rocko's Modern Life: Static Cling respectively) were released by Netflix. Other new projects planned under the team-up include a music project featuring Squidward Tentacles from the animated television series SpongeBob SquarePants , and films based on The Loud House and Rise of

9282-660: The platform. On August 7, 2017, Netflix acquired Millarworld , the creator-owned publishing company of comic book writer Mark Millar . The purchase marked the first corporate acquisition to have been made by Netflix. On August 14, 2017, Netflix entered into an exclusive development deal with Shonda Rhimes and her production company Shondaland . In September 2017, Netflix announced it would offer its low-broadband mobile technology to airlines to provide better in-flight Wi-Fi so that passengers can watch movies on Netflix while on planes. In September 2017, Minister of Heritage Mélanie Joly announced that Netflix had agreed to make

9384-494: The possibility of cancelling the show. Sony pushed Netflix to release Breaking Bad in time for the fourth season, which as a result, greatly expanded the show's audience on AMC due to new viewers bingeing on the Netflix past episodes, and doubling the viewership by the time of the fifth season. Breaking Bad is considered the first such show to have this "Netflix effect". In January 2011, Netflix announced agreements with several manufacturers to include branded Netflix buttons on

9486-411: The probability that a particular action will change the state in a particular way and a reward function that supplies the utility of each state and the cost of each action. A policy associates a decision with each possible state. The policy could be calculated (e.g., by iteration ), be heuristic , or it can be learned. Game theory describes the rational behavior of multiple interacting agents and

9588-539: The rights to The Cloverfield Paradox from Paramount Pictures for $ 50 million and launched on its service on February 4, 2018, shortly after airing its first trailer during Super Bowl LII . Analysts believed that Netflix's purchase of the film helped to make the film instantly profitable for Paramount compared to a more traditional theatrical release, while Netflix benefited from the surprise reveal. Other films acquired by Netflix include international distribution for Paramount's Annihilation and Universal's News of

9690-529: The same price. On September 11, 2011, Netflix expanded to countries in Latin America. On September 18, 2011, Netflix announced its intentions to rebrand and restructure its DVD home media rental service as an independent subsidiary called Qwikster, separating DVD rental and streaming services. On September 26, 2011, Netflix announced a content deal with DreamWorks Animation . On October 10, 2011, Netflix announced that it would retain its DVD service under

9792-471: The technology . The general problem of simulating (or creating) intelligence has been broken into subproblems. These consist of particular traits or capabilities that researchers expect an intelligent system to display. The traits described below have received the most attention and cover the scope of AI research. Early researchers developed algorithms that imitated step-by-step reasoning that humans use when they solve puzzles or make logical deductions . By

9894-451: The training data with the expected answers, and comes in two main varieties: classification (where the program must learn to predict what category the input belongs in) and regression (where the program must deduce a numeric function based on numeric input). In reinforcement learning , the agent is rewarded for good responses and punished for bad ones. The agent learns to choose responses that are classified as "good". Transfer learning

9996-420: The use of particular tools. The traditional goals of AI research include reasoning , knowledge representation , planning , learning , natural language processing , perception, and support for robotics . General intelligence —the ability to complete any task performable by a human on an at least equal level—is among the field's long-term goals. To reach these goals, AI researchers have adapted and integrated

10098-451: The user. Through its division Red Envelope Entertainment , Netflix licensed and distributed independent films such as Born into Brothels and Sherrybaby . In late 2006, Red Envelope Entertainment also expanded into producing original content with filmmakers such as John Waters . Netflix closed Red Envelope Entertainment in 2008. In January 2007, the company launched a streaming media service, introducing video on demand via

10200-504: Was announced on the margins of the 2018 G7 Summit by Canadian Prime Minister Justin Trudeau and French President Emmanuel Macron . It officially launched on June 15, 2020 with fifteen founding members: Australia , Canada , France , Germany , India , Italy ,  Japan , Mexico , New Zealand , the Republic of Korea , Singapore , Slovenia , the United Kingdom , the United States , and

10302-436: Was issued a patent by the U.S. Patent & Trademark Office to cover its subscription rental service and several extensions. Netflix posted its first profit in 2003, earning $ 6.5 million on revenues of $ 272 million; by 2004, profit had increased to $ 49 million on over $ 500 million in revenues. In 2005, 35,000 different films were available, and Netflix shipped 1 million DVDs out every day. In 2004, Blockbuster introduced

10404-448: Was released by Netflix on February 1, 2013, marketed as the first "Netflix Original" production. Later that month, Netflix announced an agreement with DreamWorks Animation to commission children's television series based on its properties, beginning with Turbo: F.A.S.T. , a spin-off of its film Turbo . Orange is the New Black would premiere in July 2013; Netflix stated that Orange is

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