Section outline

• Select section Module 1: Machine Learning (5 Hours)

  Module 1: Machine Learning (5 Hours)

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  • Introduction to Machine Learning.
  • Supervised Learning vs. Unsupervised Learning.
  • Linear Regression Models (single and multiple variables).
  • Gradient Descent fundamentals.
  • Logistic Regression Models.
• Select section Module 2: Neural Networks & Deep Learning (5 Hours)

  Module 2: Neural Networks & Deep Learning (5 Hours)

  • Challenges with Single Neurons.
  • Functioning of Multi-layered Neural Networks.
  • Differences between Machine Learning and Deep Learning.
  • Creating and training neural networks with TensorFlow and Keras.
  • Understanding Backpropagation.
• Select section Module 3: Generative AI & ChatGPT (4 Hours)

  Module 3: Generative AI & ChatGPT (4 Hours)

  • Overview of Generative AI.
  • Introduction to Large Language Models (LLMs).
  • OpenAI and ChatGPT fundamentals.
  • Manual prompting for various tasks.
  • Chatbot creation with OpenAI.
  • Lab: Implementing OpenAI API for chatbot development and task automation.