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Schedule

Hands-on Generative Deep Neural Networks with Keras | 10 Mar, 9:00 am IST – 15 Mar, 1:30 pm IST Bangalore Institute of Technology, Krishna Rajendra Rd, Parvathipuram, Vishweshwarapura, Basavanagudi, Bengaluru, Karnataka 560004, India
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  • 30 minutes

    Registration

  • 30 minutes

    Inauguration

  • 1 hour 30 minutes

    Session 1 - Intro to Neural Network, Loss functions, Gradient desecent, Backpropagation, Performance metrics

  • 15 minutes

    Break

  • 1 hour 30 minutes

    Session 2 - Hands on Coding NN using Keras

  • 45 minutes

    Lunch

  • 1 hour 30 minutes

    Session 3 - Convolution Neural Network : Intuition, Math, Stride Padding , Pooling

  • 15 minutes

    Break

  • 1 hour 30 minutes

    Session 4 - Hands on CNN using Keras

  • 45 minutes

    Lunch

  • 1 hour 30 minutes

    Session 5 - Hands on Sequential Data Modeling, Auto regression, Types of sequential data, Recurrent NN, LSTM in keras.

  • 15 minutes

    Break

  • 1 hour 30 minutes

    Session 6 - Large Language Model(LLM), Transformers in keras, Use of pretrained LLM

  • 45 minutes

    Lunch

  • 3 hours 30 minutes

    Industry Visit

  • 30 minutes

    Lunch

  • 1 hour 30 minutes

    Session 9 - Hands on Diffusion Model definition, DDPM in Keras , Stable diffusion

  • 15 minutes

    Break

  • 1 hour

    Session 10 - Hands on Text to image, demonstration of using stable diffusion in a sample project.

  • 45 minutes

    Feedback, MCQ, Validictory Function

  • 30 minutes

    Lunch

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