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ml-----building-deep-learning-models-with-tensorflow's Introduction

Building-Deep-Learning-Models-with-TensorFlow

Week 1 - Neural Networks, Deep Learning, and TensorFlow

  • Eager Execution
  • Linear Regression with TensorFlow
  • Logistic Regression with TensorFlow
  • Deep Neural Networks

Week 2 - Supervised Learning Models (CNNs)

  • Convolutional Neural Networks (CNNs)
  • CNNs for Classification
  • CNNs Architecture
  • CNN with TensorFlow

Week 3 - Supervised Learning Models (RNNs, LSTM Model, Language Modelling)

  • Recurrent Neural Networks (RNNs)
  • Long Short Term Memory (LSTM) Model
  • Language Modelling
  • Language Modelling with LSTM

Week 4 - Unsupervised Deap Learning Models (RBMs)

  • Restricted Boltzmann Machines (RBMs)

week 5 - Unsupervised Deep Learning Models and scaling (Autoencoders)

  • Autoencoders

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