Manasi Sharma's Projects
robot
CALVIN - A benchmark for Language-Conditioned Policy Learning for Long-Horizon Robot Manipulation Tasks
Creates a web server that displays Star Trek images and and looks up queries in a table
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.
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”).
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.
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.
Code for the paper "Planning with Diffusion for Flexible Behavior Synthesis"
Codebase for the paper "To the Noise and Back: Diffusion for Shared Autonomy"
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/.
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.
prints hello world
Hierarchical Universal Language Conditioned Policies
✴️ Avro schema for ZTF alerts