Tensorflow and Neural Networks

Description

In this course, you will :

• You will be able to visualise the model, plot real-time statistics on training progress, and comprehend the beast's inner workings.

Syllabus :

• Tensorflow and Neural Networks : Course Trailer
• Why to learn Tensorflow?
• Hello World : Getting started with Tensorflow
• How does Tensorflow execute ?
• Matrix vector Multiplication
• Tensorflow : Behind the scenes
• 3 Ways of Executing a Tensor
• Variable in Tensorflow
• Understanding Gradient
• Finding Gradient in Tensorflow
• Understanding math behind Line fitting
• Coding Linear Regression in Tensorflow
• Understanding Gradient Descent Algorithm
• Tensorboard Visualization
• Variable Scope : Making Tensorboard...
• Plotting real-time loss in Tensorflow pt-1
• Merging summary in Tensorflow
• Hyper-parameter Tuning: Plotting loss curve for...
• Training a model : A gentle Introduction
• Simplified explanation of Cross Entropy Loss
• Getting started with Neural Networks
• Neural Network with 2 layers from scratch
• Matrix view of Multilayer Perceptron
• Creating Neural Network - pt1
• Building Neural Networks in Tensorflow...
• Neural Networks from scratch : Course Finale