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Mayank Baranwal's Projects

airbnb-dynamic-pricing-optimization icon airbnb-dynamic-pricing-optimization

[BA project] Dynamic Pricing Optimization for Airbnb listing to optimize yearly profit for host. Use Clustering for competitive analysis, kNN regression for demand forecasting, and find dynamic optimal price with Optimization model.

chop icon chop

CHOP: An optimization library based on PyTorch, with applications to adversarial examples and structured neural network training.

deep-reinforcement-learning-in-large-discrete-action-spaces icon deep-reinforcement-learning-in-large-discrete-action-spaces

PyTorch implementation of the paper "Deep Reinforcement Learning in Large Discrete Action Spaces" (Gabriel Dulac-Arnold, Richard Evans, Hado van Hasselt, Peter Sunehag, Timothy Lillicrap, Jonathan Hunt, Timothy Mann, Theophane Weber, Thomas Degris, Ben Coppin).

delayresolvedrl icon delayresolvedrl

Implementation of the DRDQN algrotihm described in our CIKM'21 paper titled "Revisiting State Augmentation methods for Reinforcement Learning with Stochastic Delays"

dig icon dig

A library for graph deep learning research

ecole icon ecole

Extensible Combinatorial Optimization Learning Environments

egnn-pytorch icon egnn-pytorch

Implementation of E(n)-Equivariant Graph Neural Networks, in Pytorch

equibind icon equibind

EquiBind: geometric deep learning for fast predictions of the 3D structure in which a small molecule binds to a protein

gemnet_pytorch icon gemnet_pytorch

GemNet model in PyTorch, as proposed in "GemNet: Universal Directional Graph Neural Networks for Molecules" (NeurIPS 2021)

gfpgan icon gfpgan

GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

gnngls icon gnngls

Code accompanying the paper Graph Neural Network Guided Local Search for the Traveling Salesperson Problem

graphlime icon graphlime

This is a Pytorch implementation of GraphLIME

gru-d icon gru-d

inspired by 'Recurrent Neural Networks for Multivariate Time Series with Missing Values' pytorch ver

icml16_iapi icon icml16_iapi

Implementation of the IAPI algorithm and a power-system real-time simulator, as described in "Hierarchical Decision Making In Electricity Grid Management" (ICML 2016).

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