npy file containing embeddings, dictionary, and reverse dictionary:
train_skipgram.py - training using Skip-gram, using both purchase and play actions into account as user context.Įach script outputs an image with the game embeddings visualised using t-SNE, and a.
train_cbow_weighted.py - same as above, but, only play actions are taken into consideration, and the label is selected based on time played (more time played the game - higher the probability of being selected).train_cbow.py - training using CBOW, using both purchase and play actions into account as user context.Explained: Deriving Mikolov et al.’s Negative-Sampling Word-Embedding Method.Distributed Representations of Words and Phrases and their Compositionality.Skip-gram: (Rocket League -> (Dota 2, CS: GO)), (CS: GO -> (Dota 2, Rocket League)), (Dota 2 -> (CS: GO, Rocket League))įor more reference, please have a look at this papers:.CBOW: ((Dota 2, CS: GO) -> Rocket League), ((Dota 2, Rocket League) -> CS: GO), ((CS: GO, Rocket League) -> Dota 2).For example if a user has three games: Dota 2, CS: GO, and Rocket League, this (input -> label) pairs can be generated: In this epic tween sci-fi adventure series from Star Wars franchise author Jason Fry, three siblings in a family of privateers must compete to determine who will be the next ship captain when their mother steps down, all while battling space pirates, Earth diplomats, and even treachery from within the family.TensorFlow implementation of word2vec applied on dataset, using both CBOW and Skip-gram.Ĭontext for each game is extracted from the other games that the user owns. Using teleportation, they journey through time and space defending against threats. Written in comic book style, this space adventure follows Valerian and Laureline as they travel the galaxy on troubleshooting missions for the Terran Galactic Empire. Valerian: The Complete Collection by Pierre Christin
When young Ender is drafted to the Battle School for rigorous military training, he must make the decisions necessary to become the general Earth needs. A stranded pilot narrates the Little Prince’s journey form planet to planet, each tiny world populated by a different adult who teaches him something new about himself and the world, as they both dream about finding their way home.Įnder and his siblings are very different even though they’ve all been genetically bred to be super geniuses destined to help fight off an invading alien race. This classic story is about a boy’s search for home and companionship.
The Little Prince by Antoine de Saint-Exupery
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