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INSTRUCTOR-LED COURSE

PyTorch Associate Training

Whether you aim to launch your deep learning journey, strengthen your current ML/DL capabilities, or gain an industry-recognized credential, this training offers a structured yet hands-on learning experience. Through a blend of lectures, demonstrations, guided labs, and assessments, students will not only understand PyTorch’s ecosystem but will also build and optimize real-world models from scratch.

Who Is It For
This course is for aspiring data scientists and ML engineers, software developers entering the ML/DL space, researchers and analysts incorporating AI into their work, and professionals seeking PyTorch certification.
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What You’ll Learn
Upon completion, participants will be able to build, optimize, and deploy deep learning models with PyTorch.
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What It Prepares You For
Graduates who have experience applying the skills learned in this course will be well-prepared to sit for the PyTorch Foundation PyTorch Certified Associate exam, strengthening both their skillset and professional credentials.
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Course Outline
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PyTorch Fundamentals
- Understanding Tensors
- Tensor Operations
- Computation Graphs
Hardware Acceleration
-Leveraging CPU, CUDA, and MPS for high-performance computing
Data Handling
- Loading
- Transforming
- Batching Datasets using Dataset and DataLoader
Model Development
- Designing
- Training
- Validating
- Deploying Neural Networks
Core Modules
- Mastering autograd
- Optimizers
- Loss Functions
Advanced Features
- Implementing torch.compile
- Managing Distributed Model Training
Performance Optimization
- Using Automatic Mixed Precision (AMP)
- PyTorch Profiler
Specialized Applications
- NLP
- Computer Vision
- Speech Recognition
Certification Readiness
- Key Concepts
- Practice
- Exercises
Prerequisites
Students should have proficiency in Python programming, familiarity with Jupyter Notebooks, and a basic understanding of machine learning concepts and Google Colab.
pytorch associate training

PyTorch Associate Training Course will be offered live at the PyTorch Conference on Tuesday, October 21, 2025.

Event attendees can purchase the training course for only $595 (value of $995) and it includes a voucher to the new PyTorch Certified Associate (PTCA) certification exam which will be available after the conference.

THIS SESSION IS NOW CLOSED FOR REGISTRATION.

View PyTorch Event Details
Includes
Live Classroom at PyTorch Event
1 day of Interactive Lectures & Demonstrations
Hands-on Labs Exercises
Voucher for PyTorch Certified Associate exam (PTCA) - Value of $250
Practical Projects
Digital Badge
Experience Level: Beginner