The StatQuest Illustrated Guide to Neural Networks and AI (PDF)

AI applications like ChatGPT can seem almost magical. A simple prompt can generate a new poem, or even write code for you. But how does this magic happen? That’s where The StatQuest Illustrated Guide to Neural Networks and AI comes in. This book takes the algorithms, no matter how complicated, and breaks them down into small, bite-sized pieces that are easy to understand. Each concept is clearly illustrated to provide you with an intuition about how the methods work that goes beyond the equations alone. The StatQuest Illustrated Guide does not dumb down the concepts. Instead, it builds you up, so you’re smarter and have a deeper understanding of neural networks and AI.

The StatQuest Illustrated Guide to Neural Networks and AI covers...

• Fundamental Concepts in Neural Networks and AI!!!
• Optimizing Weights and Biases with Backpropagation!!!
• Networks with Multiple Inputs and Outputs!!!
• Simplifying Outputs with ArgMax and SoftMax!!!
• Speeding Up Training with Cross Entropy!!!
• Image Classification with Convolutional Neural Networks!!!
• Stock Prediction with Recurrent Neural Networks (RNNs)!!!
• Better Stock Prediction with Long Short-Term Memory (LSTM)!!!
• Converting Words to Numbers with Word Embedding!!!
• Language Translation with Seq2seq and Encoder-Decoder Models!!!
• Better Language Translation with Attention!!!
• Even Better Language Translation with Transformers!!!
• Generating Lots of Text with Decoder-Only Transformers!!!
• Classification and Clustering with Encoder-Only Transformers!!!
• And much more (including Matrix Algebra for Neural Networks).

NOTE: If you want to take a peak inside the book, see: https://www.amazon.com/dp/B0DRS71QVQ