After completing these project, you have done and understood multiple complete projects of Machine Learning.

Introduction of Ai with Deep Learning

• Installation
• CPU Software Requirements
• CPU Installation of PyTorch
• PyTorch with GPU on AWS
• PyTorch with GPU on Linux
• PyTorch with GPU on MacOSX

PyTorch Fundamentals : Matrices

• Matrix Basics
• Seed for Reproducibility
• Torch to NumPy Bridge
• NumPy to Torch Bridge
• GPU and CPU Toggling
• Basic Mathematical Tensor Operations
• Summary of Matrices

PyTorch Fundamentals : Variables and Gradients

• Variables
• Gradients
• Summary of Variables and Gradients

Linear Regression with PyTorch

• Linear Regression Introduction
• Linear Regression in PyTorch
• Linear Regression From CPU to GPU in PyTorch
• Summary of Linear Regression

Logistic Regression with PyTorch

• Logistic Regression Introduction
• Linear Regression Problems
• Logistic Regression In-depth
• Logistic Regression with PyTorch
• Logistic Regression From CPU to GPU in PyTorch
• Summary of Logistic Regression

Feedforward Neural Network with PyTorch

• Logistic Regression Transition to Feedforward Neural Network
• Non-linearity
• Feedforward Neural Network in PyTorch
• More Feedforward Neural Network Models in PyTorch
• Feedforward Neural Network From CPU to GPU in PyTorch
• Summary of Feedforward Neural Network

Convolutional Neural Network (CNN) with PyTorch

• Feedforward Neural Network Transition to CNN
• One Convolutional Layer, Input Depth of 1
• One Convolutional Layer, Input Depth of 3
• One Convolutional Layer Summary
• Multiple Convolutional Layers Overview
• Pooling Layers
• Padding for Convolutional Layers
• Output Size Calculation
• CNN in PyTorch
• More CNN Models in PyTorch
• CNN Models Summary
• Expanding Model’s Capacity
• CNN From CPU to GPU in PyTorch
• Summary of CNN

Recurrent Neural Networks (RNN)

• Introduction to RNN
• RNN in PyTorch
• More RNN Models in PyTorch
• RNN From CPU to GPU in PyTorch
• Summary of RNN

Long Short-Term Memory Networks (LSTM)

• Introduction to LSTMs
• LSTM Equations
• LSTM in PyTorch
• More LSTM Models in PyTorch
• LSTM From CPU to GPU in PyTorch
• Summary of LSTM

Deep Learning Projects

Machine Learning Projects

Note : Depends upon Trainers above projects may vary