Advanced Chatbots with Deep Learning and Python

Instructor: Packt - Course Instructors

What you'll learn

  •    Identify the key differences between conventional and AI-based chatbots.
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  •    Explain how deep learning enhances chatbot functionalities across different industries.
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  •    Build a chatbot using Python and deep learning libraries like TensorFlow and Keras.
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  •    Examine the architecture and workflow of encoder-decoder models in chatbot development.
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  • Skills you'll gain

  •   Python Programming
  •   Deep Learning
  •   Generative AI
  •   Tensorflow
  •   Natural Language Processing
  •   Artificial Intelligence
  •   Artificial Intelligence and Machine Learning (AI/ML)
  •   Data Processing
  •   Large Language Modeling
  •   Keras (Neural Network Library)
  • There are 3 modules in this course

    This course now features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. This course is designed to equip learners with the knowledge and skills required to develop advanced chatbots using deep learning and Python. The initial modules provide an overview of chatbots, their evolution, and the benefits of incorporating AI into chatbot development. Learners will gain an understanding of the fundamental differences between conventional chatbots and those powered by deep learning, including generative and retrieval models. As the course progresses, you will delve into the architecture and development of deep learning-based chatbots. Through hands-on modules, you will explore the entire process, from understanding the architecture of encoders and decoders to practical implementations. By working through real-world examples, you will learn to set up environments, import necessary libraries, and prepare data for chatbot training and testing. Each step is clearly outlined to ensure a smooth learning experience. Towards the end, you will focus on building a fully functional chatbot, integrating it with deep learning models, and testing its capabilities. The course concludes with a series of projects that help you consolidate your learning by applying the concepts in various domains such as healthcare, business, and e-commerce. By the end of this journey, you will have developed the proficiency to create robust chatbots that can be deployed in diverse applications. This course is ideal for developers, data scientists, and AI enthusiasts who are interested in building intelligent chatbots. A basic understanding of Python programming and machine learning is recommended to get the most out of this course.

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