Build Advanced Chatbot with Transformer Neural Network
Constructing Cutting-Edge Chatbots using Transformer Neural Networks
This course includes.
Curriculum & lectures.
+ 00 Transformer Project Overview 3 lectures
+ 01 Preprocess text data for Transformer chatbot ML 6 lectures
+ 02 Tokenize and filter sentences with Python 3 lectures
+ 03 Build multi head attention layer for chatbot ML Python 4 lectures
+ 04 Build token masks for neural network 2 lectures
+ 05 Build positional encoding machine learning 2 lectures
+ 06 Build input encoder for neural network 2 lectures
+ 07 Build decoder for NLP ML model 2 lectures
+ 08 Combine encoding and decoding in NN 6 lectures
+ 09 Evaluate chatbot neural network 2 lectures
About this course.
Welcome to the Build Advanced Chatbot with Transformer Neural Network course! In this program, you will dive deep into the world of natural language processing (NLP) and explore the cutting-edge Transformer neural network architecture for building advanced chatbots.
Throughout the course, you will learn the foundations of NLP and understand how the Transformer model revolutionized language processing tasks. You will gain hands-on experience in implementing and training Transformer models using popular deep learning frameworks such as TensorFlow and PyTorch.
You will start by understanding the key components of the Transformer model, including self-attention mechanisms and positional encoding. You will learn how to preprocess textual data, handle input/output sequences, and prepare training data for the chatbot.
Moving forward, you will explore different variations of Transformer models, such as BERT (Bidirectional Encoder Representations from Transformers) and GPT (Generative Pre-trained Transformer). You will learn how to fine-tune these models for specific chatbot applications, enabling your chatbot to generate high-quality responses and understand user intent.
Throughout the course, you will tackle various challenges in chatbot development, such as handling context and dialogue history, managing conversation flow, and addressing common pitfalls like generating plausible but incorrect responses. You will also delve into advanced techniques like transfer learning and reinforcement learning to enhance your chatbot's performance.
By the end of this course, you will have a solid understanding of advanced chatbot development using Transformer neural networks. You will be equipped with the skills to build state-of-the-art chatbots that can understand complex user queries, generate meaningful responses, and engage in dynamic conversations.
Enroll now and unlock the potential of Transformer models for building advanced chatbots. Harness the power of deep learning and NLP to create chatbot applications that can revolutionize customer support, virtual assistants, and other conversational interfaces. Get ready to bring your chatbot development skills to the next level and make a lasting impact in the field of natural language processing.
Taught by people who ship.
John Bura
Founder and CEO of Mammoth Club and Course Pro, the #1 AI-powered Learning Management System for course and content development, training and evaluation.
Ready to start building?
Constructing Cutting-Edge Chatbots using Transformer Neural Networks