Build Advanced Chatbot with Transformer Neural Network
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.
Your Instructor
Alexandra Kropf is Mammoth Interactive's CLO and a software developer with extensive experience in full-stack web development, app development and game development. She has helped produce courses for Mammoth Interactive since 2016, including the Coding Interview series in Java, JavaScript, C++, C#, Python and Swift.
Mammoth Interactive is a leading online course provider in everything from learning to code to becoming a YouTube star. Mammoth Interactive courses have been featured on Harvard’s edX, Business Insider and more.
Over 12 years, Mammoth Interactive has built a global student community with 4 million courses sold. Mammoth Interactive has released over 350 courses and 3,500 hours of video content.
Founder and CEO John Bura has been programming since 1997 and teaching
since 2002. John has created top-selling applications for iOS, Xbox and
more. John also runs SaaS company Devonian Apps, building
efficiency-minded software for technology workers like you.
Course Curriculum
-
StartConnect To Google Drive Dataset In Colab (3:42)
-
StartRead Text Files In Python (9:11)
-
StartRead Movie Conversation Text File In Python (10:52)
-
StartClean Text Data For Nlp (6:04)
-
StartRemove Contractions From Text Data With Python (9:29)
-
StartPreprocess Text Data For Transformer Chatbot Ml (6:10)
-
StartSource files