IIRF Online > Development > Data Science > Deep Learning > Complete Guide to TensorFlow for Deep Learning with Python
Complete Guide to TensorFlow for Deep Learning with Python by Udemy
Learn how to use Google's Deep Learning Framework - TensorFlow with Python! Solve problems with cutting edge techniques!
Course Highlights
- Understand how Neural Networks Work
- Build your own Neural Network from Scratch with Python
- Use TensorFlow for Classification and Regression Tasks
- Use TensorFlow for Image Classification with Convolutional Neural Networks
- Use TensorFlow for Time Series Analysis with Recurrent Neural Networks
- Use TensorFlow for solving Unsupervised Learning Problems with AutoEncoders
- Learn how to conduct Reinforcement Learning with OpenAI Gym
- Create Generative Adversarial Networks with TensorFlow
- Become a Deep Learning Guru!
Skills you will learn!
Curriculum
3 Topics
Introduction
Course Overview -- PLEASE DON'T SKIP THIS LECTURE! Thanks :)
FAQ - Frequently Asked Questions
2 Topics
Quick Note for MacOS and Linux Users
Installing TensorFlow and Environment Setup
1 Topic
Machine Learning Overview
7 Topics
Crash Course Section Introduction
NumPy Crash Course
Pandas Crash Course
Data Visualization Crash Course
SciKit Learn Preprocessing Overview
Crash Course Review Exercise
Crash Course Review Exercise - Solutions
11 Topics
Introduction to Neural Networks
Introduction to Perceptron
Neural Network Activation Functions
Cost Functions
Gradient Descent Backpropagation
TensorFlow Playground
Manual Creation of Neural Network - Part One
Manual Creation of Neural Network - Part Two - Operations
Manual Creation of Neural Network - Part Three - Placeholders and Variables
Manual Creation of Neural Network - Part Four - Session
Manual Neural Network Classification Task
15 Topics
Introduction to TensorFlow
TensorFlow Basic Syntax
TensorFlow Graphs
Variables and Placeholders
TensorFlow - A Neural Network - Part One
TensorFlow - A Neural Network - Part Two
TensorFlow Regression Example - Part One
TensorFlow Regression Example _ Part Two
TensorFlow Classification Example - Part One
TensorFlow Classification Example - Part Two
TF Regression Exercise
TF Regression Exercise Solution Walkthrough
TF Classification Exercise
TF Classification Exercise Solution Walkthrough
Saving and Restoring Models
14 Topics
Introduction to Convolutional Neural Network Section
Review of Neural Networks
New Theory Topics
Quick note on MNIST lecture
MNIST Data Overview
MNIST Basic Approach Part One
MNIST Basic Approach Part Two
CNN Theory Part One
CNN Theory Part Two
CNN MNIST Code Along - Part One
CNN MNIST Code Along - Part Two
Introduction to CNN Project
CNN Project Exercise Solution - Part One
CNN Project Exercise Solution - Part Two
16 Topics
Introduction to RNN Section
RNN Theory
Manual Creation of RNN
Vanishing Gradients
LSTM and GRU Theory
Introduction to RNN with TensorFlow API
RNN with TensorFlow - Part One
RNN with TensorFlow - Part Two
Quick Note on RNN Plotting Part 3
RNN with TensorFlow - Part Three
Time Series Exercise Overview
Time Series Exercise Solution
Quick Note on Word2Vec
Word2Vec Theory
Word2Vec Code Along - Part One
Word2Vec Part Two
6 Topics
Intro to Miscellaneous Topics
Deep Nets with Tensorflow Abstractions API - Part One
Deep Nets with Tensorflow Abstractions API - Estimator API
Deep Nets with Tensorflow Abstractions API - Keras
Deep Nets with Tensorflow Abstractions API - Layers
Tensorboard
5 Topics
Autoencoder Basics
Dimensionality Reduction with Linear Autoencoder
Linear Autoencoder PCA Exercise Overview
Linear Autoencoder PCA Exercise Solutions
Stacked Autoencoder
11 Topics
Introduction to Reinforcement Learning with OpenAI Gym
Extra Resources for Reinforcement Learning
Introduction to OpenAI Gym
OpenAI Gym Steup
Open AI Gym Env Basics
Open AI Gym Observations
OpenAI Gym Actions
Simple Neural Network Game
Policy Gradient Theory
Policy Gradient Code Along Part One
Policy Gradient Code Along Part Two
4 Topics
Introduction to GANs
GAN Code Along - Part One
GAN Code Along - Part Two
GAN Code Along - Part Three
1 Topic
Bonus Lecture
Complete Guide to TensorFlow for Deep Learning with Python
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