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Nate T's Projects

cs285-homework icon cs285-homework

Assignments for Berkeley CS 285: Deep Reinforcement Learning (Fall 2020)

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

open-rl icon open-rl

Implementations of a large collection of reinforcement learning algorithms.

optimizing-phev-battery-use icon optimizing-phev-battery-use

Utilizing dynamic programming, I optimally schedule electric battery usage for a plug-in hybrid electric vehicle to minimize fuel consumption.

optimizing-power-dispatch icon optimizing-power-dispatch

This project utilizes convex optimization for optimal dispatch of power systems using convex DistFlow equations and cvxpy.

ppo-implementations icon ppo-implementations

PPO implementations in Gym environments. Requirements: pip install torch===1.2.0 torchvision===0.4.0 -f https://download.pytorch.org/whl/torch_stable.html

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