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Manasi Sharma's Projects

calvin icon calvin

CALVIN - A benchmark for Language-Conditioned Policy Learning for Long-Horizon Robot Manipulation Tasks

coms-w-4733-projects icon coms-w-4733-projects

These are the homework projects I worked on for the COMS W 4733: Computational Aspects of Robotics course at Columbia University (https://sites.google.com/view/coms4733-fall2020/home?authuser=0) in Fall '20.

coms-w-4995-genre-ator icon coms-w-4995-genre-ator

Final Project for COMS W 4995: Deep Learning for Computer Vision course at Columbia University (https://www.deeplearningforcomputervision.com/home/deep-learning-for-computer-vision) in Fall '20. I created a film poster genre classification and captioning system (the ‘Genre-ator’) that used CNNs for image classification to identify the genre of a movie from its poster and used LSTMs to caption the poster with elements in the image (such as “a standing man in black”).

cs224w-ogbl-ddi icon cs224w-ogbl-ddi

Final Project for the CS22W: Machine Learning with Graphs course at Stanford University (http://web.stanford.edu/class/cs224w/) in Autumn '21. We applied graph ML techniques and networks (such as the Graph Convolutional Network, GraphSAGE Network and Graph Isomorphism Network) to the ogbl-ddi dataset (https://ogb.stanford.edu/docs/linkprop/#ogbl-ddi) for drug-drug interactions.

cs238-windfarm icon cs238-windfarm

Final Project for the CS238: Decision Making Under Uncertainty course at Stanford University (https://web.stanford.edu/class/aa228/cgi-bin/wp/) in Autumn '21. We optimized wind turbine placement in a wind farm, subject to wake effects, using Q-learning.

diffuser icon diffuser

Code for the paper "Planning with Diffusion for Flexible Behavior Synthesis"

dsi-challenge icon dsi-challenge

Predicting values of the cumulative number of confirmed cases, recovered cases and deaths for May 1, 2020. Part of Columbia's DSI's Challenge: https://datascience.columbia.edu/news/2020/dsis-center-for-health-analytics-launches-covid-19-data-challenge/.

gattini-ir-ml-project icon gattini-ir-ml-project

An ML classifier for the Gattini-IR telescope (to classify sources as real/bogus), produced as part of the Summer Undergraduate Research Fellowship Program at Caltech in Summer '19.

hulc icon hulc

Hierarchical Universal Language Conditioned Policies

ilqgames.jl icon ilqgames.jl

Rapidly designing and solving differential games in Julia.

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