Deep Learning with PyTorch Live Course - Tensors, Gradient Descent & Linear Regression (Part 1 of 6)

Channel:
United States freeCodeCamp.org
Subscribers:
10,700,000
Published on ● Video Link: https://www.youtube.com/watch?v=vo_fUOk-IKk


Duration: 2:05:24
364,598 views
6,227

This is a beginner-friendly coding-first online course on PyTorch - one of the most widely used and fastest growing frameworks for machine learning. This video covers the basic concepts in PyTorch viz. tensors & gradients, and walks through the process of implementing linear regression and gradient descent - the foundational algorithms in machine learning.

Resources:
πŸ”— PyTorch Basics: https://jovian.ml/aakashns/01-pytorch-basics
πŸ”— Linear Regression: https://jovian.ml/aakashns/02-linear-regression
πŸ”— Machine Learning Intro: https://jovian.ml/aakashns/machine-learning-intro
πŸ”— Discussion forum: https://jovian.ml/forum/t/lecture-1-pytorch-basics-linear-regression/1541
πŸ”— Programming Assignment: https://jovian.ml/forum/t/assignment-1-all-about-torch-tensor/1559

Topics covered:
⌨️ Introduction to Machine Learning & Deep Learning
⌨️ PyTorch Basics: Tensors, Gradients & Autograd
⌨️ Linear Regression and gradient descent from scratch using Tensor operations
⌨️ Linear Regression using PyTorch built-ins (nn.Linear, nn.functional etc.)

πŸŽ₯ Watch the entire series here: https://www.youtube.com/watch?v=vo_fUOk-IKk&list=PLWKjhJtqVAbm3T2Eq1_KgloC7ogdXxdRa

This course is taught by Aakash N S, Founder & CEO of Jovian.ml - a platform for sharing, showcasing and collaborating on data science projects online.
πŸ”— YouTube: https://youtube.com/jovianml
πŸ”— Twitter: https://twitter.com/jovianml
πŸ”— LinkedIn: https://linkedin.com/company/jovianml

Β --

Learn to code for free and get a developer job: https://www.freecodecamp.org

Read hundreds of articles on programming: https://freecodecamp.org/news



Other Videos By freeCodeCamp.org


2020-06-09Build 15 JavaScript Projects - Vanilla JavaScript Course
2020-06-06Deep Learning with PyTorch Live Course - Training Deep Neural Networks on GPUs (Part 3 of 6)
2020-06-05Learn React Native Gestures and Animations - Tutorial
2020-06-04License To Pentest: Ethical Hacking Course For Beginners
2020-06-03Project Euler Challenges 18-22 - Coding Challenges with Florin
2020-06-02Python for Data Science - Course for Beginners (Learn Python, Pandas, NumPy, Matplotlib)
2020-05-30Deep Learning with PyTorch Live Course - Working with Images & Logistic Regression (Part 2 of 6)
2020-05-28Git and GitHub for Beginners - Crash Course
2020-05-27Project Euler Challenges 13-17 - Coding Challenges with Florin
2020-05-26Android Development for Beginners - Full Course
2020-05-23Deep Learning with PyTorch Live Course - Tensors, Gradient Descent & Linear Regression (Part 1 of 6)
2020-05-21Web Application Ethical Hacking - Penetration Testing Course for Beginners
2020-05-19Spring Boot and Angular Tutorial - Build a Reddit Clone (Coding Project)
2020-05-14Code Tetris: JavaScript Tutorial for Beginners
2020-05-13Project Euler Challenges 5–12 - Coding Challenges with Florin
2020-05-12SQLite Databases With Python - Full Course
2020-05-07Matplotlib Crash Course
2020-05-05Learn the Svelte JavaScript Framework - Full Course
2020-05-03Project Euler Challenges 1–4 - Coding Challenges with Florin
2020-05-02The Oracle Foundations Associate Cloud Certification (PASS THE EXAM) – Full Course
2020-05-01May 2020 Summit - freeCodeCamp.org