Tutorials - Neural Networks with JavaScript - Full Course using Brain.js

5.0 (2)

27 learners

What you'll learn

This course includes

248 hours of video
Certificate of completion
Access on mobile and TV

Summary

Keywords

machine learning neural networks javascript simple machine learning basic machine learning machine learning javascript machine learning js javascript ai neural network brain.js brainjs brain.js tutorial neural networks for beginners

Full Transcript

This course gives you a practical introduction to building neural networks in the browser and in Node.js using the Brain.js JavaScript library. To complete the course’s interactive challenges, simply head over to the Scrimba version: https://scrimba.com/g/gneuralnetworks ⭐️What you'll learn ⭐️ By the end of the course, you'll be able to solve a range of different problems using neural networks. The lectures does not dwell with much theory, but rather on how to code the networks. That means the course is suitable for anybody who knows JavaScript. ⭐️About Robert Plummer ⭐️ Robert is the lead developer of the Brain.js library. He has a unique ability to explain complex concepts in a manner that everyone can understand. Feel free to reach out to Robert via Twitter if you have feedback, or simply want to thank him for creating this course. Good luck, and welcome to the exciting world of neural networks! ⭐️Course Contents ⭐️ ⌨️ (0:00:00) Course introduction ⌨️ (0:01:46) Our first neural net! ⌨️ (0:04:31) How they learn - Propagation ⌨️ (0:07:57) How they learn - Structure ⌨️ (0:10:09) How they learn - Layers ⌨️ (0:14:04) Working with objects! ⌨️ (0:21:52) Learning more than numbers ⌨️ (0:34:21) Example: Counter ⌨️ (0:44:10) Normalization ⌨️ (0:50:35) Example: Stock price predictor ⌨️ (0:56:06) Predicting multiple steps ⌨️ (0:57:43) Example: A recurrent neural network that learns math ⌨️ (1:03:56) Example: Number detector ⌨️ (1:09:41) Example: Writing a children's book ⌨️ (1:11:28) Example: Sentiment detection ⌨️ (1:13:50) RNN inputs and outputs ⌨️ (1:17:56) Example: Simple reinforcement learning ⌨️ (1:21:03) Example: Recommendation engine ⌨️ (1:26:02) Closing thoughts -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://medium.freecodecamp.org ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp

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