Build GenAI with Transformer NLP Deep Learning, TensorFlow Keras and Python
Ready to build your own intelligent chatbot from scratch? This end-to-end course guides you through every step of creating a powerful Transformer-based AI using Python, TensorFlow, and real-world NLP techniques.
This course includes.
Curriculum & lectures.
+ Introduction to Transformer-Based NLP 2 lectures
+ Transformer Model Architecture Breakdown 4 lectures
+ Project 1 Source Files 1 lecture
+ Build and tokenize chat data 2 lectures
+ Clean and process data for machine learning 3 lectures
+ Build and train TensorFlow model on chat data 4 lectures
+ Transformer Project Overview and Source Files 3 lectures
+ Preprocess text data for Transformer chatbot ML 6 lectures
+ Tokenize and filter sentences with Python 3 lectures
+ Build multi head attention layer for chatbot ML Python 4 lectures
+ Build token masks for neural network 2 lectures
+ Build positional encoding machine learning 2 lectures
+ Build input encoder for neural network 2 lectures
+ Build decoder for NLP ML model 2 lectures
+ Combine encoding and decoding in NN 6 lectures
+ Evaluate chatbot neural network 2 lectures
+ Questions or Feedbacks 1 lecture
About this course.
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.
âś… Build and clean training data from chat logs
âś… Tokenize, preprocess, and structure text data for ML
âś… Create a bag-of-words model and split datasets for training
âś… Train a TensorFlow model to categorize chat input and pick smart responses
âś… Dive deep into Transformer neural networks and attention mechanisms
âś… Build tokenizers, positional encoding, encoders, and decoders from scratch
âś… Calculate scaled dot-product attention and implement multi-head attention layers
âś… Construct a full Transformer model with custom loss functions and learning rates
âś… Connect to Google Drive datasets and handle real text files in Colab - no installation required!
âś… Decode and respond to new chatbot inputs using your trained model
âś… 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.
Taught by people who ship.
Alex Kropf
Mammoth Club's CLO, public speaker, consultant, IT author and Senior Software Developer. Alex has produced best-selling courses, books and workshops for Mammoth Club, Course Pro and our clients since 2016.
Ready to start building?
Ready to build your own intelligent chatbot from scratch? This end-to-end course guides you through every step of creating a powerful Transformer-based AI using Python, TensorFlow, and real-world NLP techniques.