PYtorch Introduction | iNeuron

Welcome to our PyTorch Introduction tutorial! In this session we dive into the powerful world of PyTorch, an open-source deep learning framework that is gaining popularity among researchers and developers.

🔥 In this session we will cover:

Introduction to PyTorch:

Overview of PyTorch and its importance in the deep learning ecosystem.
Key features and benefits of using PyTorch.
Setting Up PyTorch:

How to install PyTorch on different platforms (Windows, macOS, Linux).
Setting up the development environment.
Basic Concepts and Tensors:

Understanding tensors: the building blocks of PyTorch.
Creating and manipulating tensors.
Tensor operations and basic arithmetic.
Autograd: Automatic Differentiation:

Introduction to PyTorch's autograd system.
How autograd works for automatic differentiation.
Practical examples of using autograd.
Building Neural Networks with PyTorch:

Overview of neural network components in PyTorch.
Defining and training a simple neural network.
Using the nn.Module class for model creation.
Optimizers and Loss Functions:

Introduction to different optimizers and their roles.
Common loss functions used in deep learning.
Implementing and using optimizers and loss functions in PyTorch.
Data Loading and Preprocessing:

Using the PyTorch DataLoader and Dataset classes.
How to preprocess and augment data for training.
Efficient data loading techniques.
Training and Evaluation:

Training loops and evaluation strategies.
Monitoring training progress and performance.
Practical tips for debugging and improving model performance.
Real-World Applications:

Examples of real-world applications built with PyTorch.
Success stories and industry use cases.
Resources and Next Steps:


Phone: +91 8071176111

Website: https://ineuron.ai/
Instagram:   / official_ineuron.ai  
Discord :   / discord  
YouTube:    / @ineuronintelligence  
Hindi:    / @ineurontechhindi  
Tech News:    / @ineurontechnews  
DevHub:    / @ineurondevhub  
DevOps :    / @ineurondevops  
Non Tech :    / @ineuronnontech  
Linkedin:   / ineuron-ai  
Twitter:   / ineuron_ai  
Quora: https://www.quora.com/profile/INeuron...