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Souradeep Dutta's Projects

dlwpt-code icon dlwpt-code

Code for the book Deep Learning with PyTorch by Eli Stevens, Luca Antiga, and Thomas Viehmann.

haarpsi icon haarpsi

The Haar wavelet-based perceptual similarity index (HaarPSI) is a similarity measure for images that aims to correctly assess the perceptual similarity between two images with respect to a human viewer.

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

sherlock icon sherlock

Sherlock is a tool for output range anaylsis of Deep Neural Networks with ReLU activation units.

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

verification_guided_training icon verification_guided_training

The code here implements verification guided training scheme for neural network plant models. The verification scheme uses SHERLOCK to implement range propagation idea, and Tensorflow to train the Neural Network.

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