Packt
PyTorch Ultimate 2024 - From Basics to Cutting-Edge Specialization
Packt

PyTorch Ultimate 2024 - From Basics to Cutting-Edge Specialization

Master Deep Learning with PyTorch. Master deep learning using PyTorch with the help of this comprehensive and practical course. Develop, deploy, and innovate with models in Regression, CNNs, GANs, NLP, Recommender Systems, Transformers, and more.

Included with Coursera Plus

Get in-depth knowledge of a subject
Intermediate level

Recommended experience

1 month
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

1 month
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Identify and describe the fundamental concepts of PyTorch, machine learning, and deep learning, including neural networks.

  • Implement PyTorch models for tasks such as classification and regression, incorporating principles of deep learning.

  • Evaluate and optimize model performance using metrics and techniques for underfitting, overfitting, and hyperparameter tuning.

  • Develop advanced AI applications using GANs, CNNs, and RNNs, and deploy models effectively.

Details to know

Shareable certificate

Add to your LinkedIn profile

Taught in English
Recently updated!

September 2024

See how employees at top companies are mastering in-demand skills

Placeholder

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from Packt
Placeholder
Placeholder

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV

Share it on social media and in your performance review

Placeholder

Specialization - 3 course series

What you'll learn

  • Set up and configure a PyTorch environment.

  • Understand fundamental AI and machine learning concepts.

  • Build, train, and evaluate neural networks from scratch, utilizing various optimization techniques

  • Apply PyTorch to real-world deep learning tasks.

Skills you'll gain

Category: Deep Learning
Category: Machine Learning
Category: PyTorch (Machine Learning Library)
Category: neural network

What you'll learn

  • Build and train neural networks using PyTorch for various tasks.

  • Implement classification models with multi-class, multi-label datasets, and CNNs for image and audio classification.

  • Apply object detection techniques using the YOLO algorithm.

  • Explore neural style transfer, transfer learning, and implement RNNs and LSTM networks.

Skills you'll gain

Category: Recurrent Neural Network (RNN)
Category: PyTorch (Machine Learning Library)
Category: CNN
Category: YOLO
Category: Classification Models

What you'll learn

  • Create and assess ML models for specific datasets, evaluating performance with proper metrics.

  • Design autoencoders for dimensionality reduction and build GANs for data simulation, analyzing quality.

  • Develop Graph Neural Networks for graph data and implement Transformers, including Vision Transformers.

  • Enhance models with semi-supervised learning using limited data, and deploy them with Flask on Google Cloud.

Skills you'll gain

Category: Transformers
Category: Autoencoders
Category: Recommender Systems
Category: PyTorch Lightning
Category: GANs

Instructor

Packt - Course Instructors
Packt
375 Courses21,762 learners

Offered by

Packt

Why people choose Coursera for their career

Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."

New to Software Development? Start here.

Placeholder

Open new doors with Coursera Plus

Unlimited access to 7,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription

Advance your career with an online degree

Earn a degree from world-class universities - 100% online

Join over 3,400 global companies that choose Coursera for Business

Upskill your employees to excel in the digital economy

Frequently asked questions