Deep Learning with TensorFlow

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TensorFlow Basics 10 Topics

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What is TensorFlow

Installing TensorFlow

TensorFlow Architecture

TensorFlow Data Structure

TensorFlow Perceptron

TensorFlow Examples

TensorFlow Deep Learning Videos – Module 1 4 Topics

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Keras Introduction

Scaling Deep Learning Using Keras and Tensorflow

Training, Tuning and Serving Our Model in the Cloud

TensorFlow Deep Learning Videos – Module 2 6 Topics

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Setting Up The Deep Learning Playground

Training Deep Feed-Forward Neural Networks with Tensorflow

Applying CNN on Two Real Datasets

Exercise RNN to Solve Two Time Series Problems

Using Autoencoders to Efficiently Represent Data

Generative Adversarial Networks for Creating Synthetic Dataset

Advanced TensorFlow Videos 4 Topics

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TF Debugging, TF-Agents, tf.data, tf.distribute and TF Filesystems

TF Model Optimization Toolkit (Quantization and Pruning), Eager execution runtime, Graph rewriting (Macros, not functions) and Control Flow

tf.data – TF Input Pipeline, Summaries and TensorBoard, Resources and Variants and Functions

tf.distribute.Strategy, tf.Keras (part 1), TensorFlow Lite and tf.Keras (part 2)