- From www.edx.org
PyTorch Basics for Machine Learning
- Self-paced
- Free Access
- Fee-based Certificate
- 5 Sequences
- Introductive Level
Course details
Syllabus
Module 1
- Tensors 1D
- Two-Dimensional Tensors
- Derivatives In PyTorch
- Dataset
Module 2
- Prediction Linear Regression
- Training Linear Regression
- Loss
- Gradient Descent
- Cost
- Training PyTorch
Module 3
- Gradient Descent
- Mini-Batch Gradient Descent
- Optimization in PyTorch
- Training and Validation
- Early stopping
Module 4
- Multiple Linear Regression Prediction
- Multiple Linear Regression Training
- Linear regression multiple outputs
- Multiple Output Linear Regression Training
Module 5
Final project
Prerequisite
Instructors
Joseph Santarcangelo
PhD., Data Scientist
IBM
Platform
Harvard University, the Massachusetts Institute of Technology, and the University of California, Berkeley, are just some of the schools that you have at your fingertips with EdX. Through massive open online courses (MOOCs) from the world's best universities, you can develop your knowledge in literature, math, history, food and nutrition, and more. These online classes are taught by highly-regarded experts in the field. If you take a class on computer science through Harvard, you may be taught by David J. Malan, a senior lecturer on computer science at Harvard University for the School of Engineering and Applied Sciences. But there's not just one professor - you have access to the entire teaching staff, allowing you to receive feedback on assignments straight from the experts. Pursue a Verified Certificate to document your achievements and use your coursework for job and school applications, promotions, and more. EdX also works with top universities to conduct research, allowing them to learn more about learning. Using their findings, edX is able to provide students with the best and most effective courses, constantly enhancing the student experience.