AI Sciences

Introduction to Instructor and Aisciences

Introduction To Instructor

Focus of the Course

Human Activity Recognition

Image Captioning

Machine Translation

Speech Recognition

Stock Price Predictions

When to Model RNN

Activity

PyTorch Installation and Tensors Introduction

Why PyTorch

Automatic Diffrenciation Pytorch New

Why DNNs in Machine Learning

Representational Power and Data Utilization Capacity of DNN

Perceptron

Perceptron Exercise

Perceptron Exercise Solution

Perceptron Implementation

DNN Architecture

DNN Architecture Exercise

DNN Architecture Exercise Solution

DNN ForwardStep Implementation

DNN Why Activation Function Is Required

DNN Why Activation Function Is Required Exercise

DNN Why Activation Function Is Required Exercise Solution

DNN Properties Of Activation Function

DNN Activation Functions In Pytorch

DNN What Is Loss Function

DNN What Is Loss Function Exercise

DNN What Is Loss Function Exercise Solution

DNN What Is Loss Function Exercise 02

DNN What Is Loss Function Exercise 02 Solution

DNN Loss Function In Pytorch

DNN Gradient Descent

DNN Gradient Descent Exercise

DNN Gradient Descent Exercise Solution

DNN Gradient Descent Implementation

DNN Gradient Descent Stochastic Batch Minibatch

DNN Gradient Descent Summary

DNN Implemenation Gradient Step

DNN Implemenation Stochastic Gradient Descent

DNN Implemenation Batch Gradient Descent

DNN Implemenation Minibatch Gradient Descent

DNN Implemenation In PyTorch

DNN Weights Initializations

DNN Learning Rate

DNN Batch Normalization

DNN batch Normalization Implementation

DNN Optimizations

DNN Dropout

DNN Dropout In PyTorch

DNN Early Stopping

DNN Hyperparameters

DNN Pytorch CIFAR10 Example

Introduction to Module

Fixed Length Memory Model

Fixed Length Memory Model Exercise

Fixed Length Memory Model Exercise Solution Part 01

Fixed Length Memory Model Exercise Solution Part 02

Infinite Memory Architecture

Infinite Memory Architecture Exercise

Infinite Memory Architecture Solution

Weight Sharing

Notations

ManyToMany Model

ManyToMany Model Exercise 01

ManyToMany Model Solution 01

ManyToMany Model Exercise 02

ManyToMany Model Solution 02

OneToMany Model

OneToMany Model Exercise

OneToMany Model Solution

ManyToOne Model

ManyToOne Model Exercise

ManyToOne Model Solution

Activity Many to One

Activity Many to One Exercise

Activity Many to One Solution

ManyToMany Different Sizes Model

Activity Many to Many Nmt

Models Summary

Deep RNNs

Deep RNNs Exercise

Deep RNNs Solution

Introduction to Gradient Descent Module

Example Setup

Equations

Equations Exercise

Equations Solution

Loss Function

Why Gradients

Why Gradients Exercise

Why Gradients Solution

Chain Rule

Chain Rule in Action

BackPropagation Through Time

Activity

Automatic Diffrenciation

Automatic Diffrenciation Pytorch

Language Modeling Next Word Prediction Vocabulary Index

Language Modeling Next Word Prediction Vocabulary Index Embeddings

Language Modeling Next Word Prediction RNN Architecture

Language Modeling Next Word Prediction Python 1

Language Modeling Next Word Prediction Python 2

Language Modeling Next Word Prediction Python 3

Language Modeling Next Word Prediction Python 4

Language Modeling Next Word Prediction Python 5

Language Modeling Next Word Prediction Python 6