Deep Learning
Study of artificial neural networks and their applications in machine learning
Deep Learning#
Deep learning focuses on training artificial neural networks to learn from data and make predictions or decisions.
Topics#
- Large Language Models
- Transformers
- Neural Networks
- Reinforcement Learning
- Bayesian Networks
- Recurrent Neural Networks
- Convolutional Neural Networks
- Gradient Descent
- Policy Approximation Methods
- Long-Short Term Memory
- Variational Auto Encoders
- Generative Adversarial Networks
- Stable Diffusion
Resources#
Books#
- Understanding Deep Learning by Simon J.D. Prince
- Deep Learning by Ian Goodfellow, Yoshua Bengio, Aaron Courville
- Neural Networks and Deep Learning by Michael Nielsen