Global Knowledge

Foundations of Deep Learning with PyTorch: From Tensors to Real-World Models

Learn to build, train, and deploy deep learning models with PyTorch—bridging foundational concepts to real-world AI applications.

GK #840205Virtual Classroom Live
FormatsVirtual Classroom LiveTopicsAI & machine learning · GK Polaris

What you’ll learn

Getting Started with PyTorch and Building Blocks of Deep Learning
  • ● Welcome and Setup 
  • ● Tensors and Operations
  • ● Autograd and Computational Graphs
  • ● PyTorch Modules & Custom Models
  • ● Training Loop Mechanics
Training Like a Pro – Dataloaders, Training Strategies, and Vision Models
  • ● Data Loading and Preprocessing
  • ● Training Best Practices
  • ● Model Evaluation & Metrics
  • ● Introduction to Computer Vision with CNNs
  • ● Saving, Loading, and Deploying Models
  • ● End if Day Challenge - Mini Project
Applied PyTorch – NLP Models and End-to-End Project
  • ● Intro to NLP with PyTorch
  • ● Transformers with HuggingFace
  • ● Transfer Learning & Fine-Tuning
  • ● Advanced Optimization Techniques
  • ● Model Deployment and Production Readiness
  • ● Responsible NLP

Upcoming training

Dates and availability are confirmed by Bolt when we follow up. All times are shown in the provider’s stated time zone.

2026-11-09 — 2026-11-118:30 AM - 4:30 PM EST
Virtual Classroom LiveONLINE · English
2026-12-14 — 2026-12-16December 14 - 16, 2026
Virtual Classroom LiveONLINE · English