YoVDO

Gradient Descent, How Neural Networks Learn

Offered By: 3Blue1Brown via YouTube

Tags

Gradient Descent Courses Algorithms and Data Structures Courses Neural Networks Courses

Course Description

Overview

Explore the fundamental concepts of neural network learning in this 21-minute video. Delve into gradient descent, cost functions, and training data utilization. Gain insights on analyzing networks and advanced topics through an interview with expert Lisha Li. Discover recommended resources for further learning, including books, articles, and related video series. Perfect for those seeking a comprehensive understanding of how neural networks process information and improve their performance.

Syllabus

- Introduction
- Recap
- Using training data
- Cost functions
- Gradient descent
- More on gradient vectors
- Gradient descent recap
- Analyzing the network
- Learning more
- Lisha Li interview
- Closing thoughts


Taught by

3Blue1Brown

Related Courses

Design of Computer Programs
Stanford University via Udacity
Algorithms, Part I
Princeton University via Coursera
Algorithms, Part II
Princeton University via Coursera
Intro to Algorithms
Udacity
Divide and Conquer, Sorting and Searching, and Randomized Algorithms
Stanford University via Coursera