Private: AI Unleashed: Mastering AI at Your Pace
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Neural Network
Neural Network
Example: Neural Network on Customer Purchase Protection
Simple Implementation of Neural Network
3 lessons
Deep Neural Network (DNN)
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Convolutional Neural Network (CNN)
Recurrent Neural Network (RNN)
Long Short-Term Memory (LSTM)
Activation Functions in Neural Networks
5 lessons
Autoencoder and Variational Autoencoders (VAEs)
Unsupervised Learning for Dimensionality Reduction and Data Generation
Neural Network Applications
Autoencoders
3 lessons
Generative Adversarial Networks (GANs)
GAN (Generative Adversarial Networks)
Code Example: Basic GAN for MNIST Digit Generation
2 lessons
Deep Learning Optimization
Gradient Descent Variants
Adam
RMSprop
Regularization Techniques
4 lessons
Reinforcement Learning Fundamentals
Markov Decision Processess (MDPs)
Q-Learning
Policy Gradients
3 lessons
Deep Reinforcement Learning (DRL)
Deep Q-Networks (DQN's)
Policy Gradient with Actor-Critic Methods
Multiagent Reinforcement Learning Challenges
3 lessons
Deep Learning Optimization
RMSprop
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