Build Generative AI from Scratch with Python Video Bundle

Perfect for developers, data scientists, and machine learning enthusiasts, this course takes you from raw chat data to a fully functional neural network chatbot—custom trained and ready to deploy.

✅ Build and clean training data from chat logs

✅ Tokenize, preprocess, and structure text data for ML

✅ Create a bag-of-words model and split datasets for training

✅ Train a TensorFlow model to categorize chat input and pick smart responses

✅ Dive deep into Transformer neural networks and attention mechanisms

✅ Build tokenizers, positional encoding, encoders, and decoders from scratch

✅ Calculate scaled dot-product attention and implement multi-head attention layers

✅ Construct a full Transformer model with custom loss functions and learning rates

✅ Connect to Google Drive datasets and handle real text files in Colab - no installation required!

✅ Decode and respond to new chatbot inputs using your trained model

✅ And much more - all machine learning done online and free!

🚀 Unlock lifetime access, downloadable notebooks, an interactive code editor to test your knowledge, and exciting quizzes—all in one complete package!

If you're ready to go beyond basic bots and build a smart Transformer-based AI assistant, this course will show you how—step by step. Enroll now and start coding your own chatbot today.