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Chen Sun (chen_sun4)

Implementing rNVP to learn distributions
Implementing rNVP to learn distributions

We look to implement real-value non-volume preserving transformations (https://arxiv.org/pdf/1605.08803.pdf) to learn distribution parameters through maximum likelihood.

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Detecting Suicidal Intent in Tweets Using a Time-Aware LSTM
Detecting Suicidal Intent in Tweets Using a Time-Aware LSTM

We are detecting suicidal intent in tweets using a time-aware transformer based model. This incorporates both the tweet itself and past history of a user's tweets.

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DeepAnimation
DeepAnimation

A vector-based generation model that predicts the next possible keyframes for animation given an SVG input in real-time.

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Deep Reinforcement Learning Transformers in StarCraft II
Deep Reinforcement Learning Transformers in StarCraft II

We will combine our knowledge of deep learning from this course and our background in reinforcement learning to create deep reinforcement learning models to solve the tasks in SC2 video game.

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DeepWalk By ShallowRun
DeepWalk By ShallowRun

Keep walking...

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Deep Price Learning
Deep Price Learning

We analyze stonk price patterns in order to predict future price gyrations in a volatile and unpredictable global market (2021-?)

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Deep Learning for Weather Related PDEs
Deep Learning for Weather Related PDEs

Deep Learning for Weather Related PDEs

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DEEP LEARNING FOR QUANTUM CHEMISTRY
DEEP LEARNING FOR QUANTUM CHEMISTRY

In this work, we compare the use of discrete filtered CNNS versus continuous filters, particularly for quantum chemistry problems.

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Deep Dreaming Music Generation
Deep Dreaming Music Generation

We use autoencoders to encode and a neural network to classify genres of music, and then borrow ideas from Deep Dream to run the network backwards and alter the encodings to fit a specific genre.

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Advecting 3D Meshes using Point Cloud Interpolations
Advecting 3D Meshes using Point Cloud Interpolations

This project investigates the deformation of 3D shapes by using a point cloud interpolation sequence, which is generated via a point cloud GAN.

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Advanced Tetris Bot
Advanced Tetris Bot

Finding an optimization strategy to play the game called Jstris, a game is an adaptation of tetris with some additional rules such as an ability to attack other players or techniques such as T-spin.

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