Deep Learning Foundations for AI and Gen AI

deep-learning-foundations

How deep learning works? Why is it a foundation to Gen AI? How do you handle sequence modeling?

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What you'll learn
  • To provide a comprehensive understanding of the deep learning concepts and applications both in traditional AI and Gen AI
  • Master the Core Mechanics of a Neural Network, including the functions of the forward pass and the backpropagation learning mechanism
  • Implement and Interpret Deep Learning Models using practical tools (TensorFlow Playground) to understand parameters and the network learning process.
  • Analyze and Apply Sequence Modeling Architectures, the need for and the internal workings of RNNs and LSTMs to handle long, sequential data
  • Part-2 cover the attention models, transformer models and GPT