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Advanced AI: Deep Reinforcement Learning in Python, The Complete Guide to Mastering Artificial Intelligence using Deep Learning and Neural Networks
Created by Lazy Programmer Inc.
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What you'll learn
- Build various deep learning agents
- Apply a variety of advanced reinforcement learning algorithms to any problem
- Q-Learning with Deep Neural Networks
- Policy Gradient Methods with Neural Networks
- Reinforcement Learning with RBF Networks
- Use Convolutional Neural Networks with Deep Q-Learning
Requirements
- Know reinforcement learning basics, MDPs, Dynamic Programming, Monte Carlo, TD Learning
- Calculus and probability at the undergraduate level
- Experience building machine learning models in Python and Numpy
- Know how to build a feedforward, convolutional, and recurrent neural network using Theano and Tensorflow
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