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: https://www.instagram.com/official_ineuron.ai/
Discord : https://discord.gg/R9q2FkRZ
YouTube: https://www.youtube.com/@iNeuroniNtelligence
Hindi: https://www.youtube.com/@iNeuronTechHindi
Tech News: https://www.youtube.com/@iNeuronTechNews
DevHub: https://www.youtube.com/@iNeuronDevHub
DevOps : https://www.youtube.com/@ineurondevops
Non Tech : https://www.youtube.com/@iNeuronnontech
Linkedin: https://www.linkedin.com/company/ineuron-ai/
Twitter: https://twitter.com/ineuron_ai
Quora: https://www.quora.com/profile/INeuron-Intelligence

Видео PYtorch Introduction | iNeuron канала iNeuron Intelligence