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[Video event 65] Machine Learning in JavaScript: An Introduction to TensorFlowJS #205

Closed samvmdev closed 11 months ago

samvmdev commented 11 months ago 

Shivay Lamba: Machine Learning in JavaScript: An Introduction to TensorFlowJS

## Timestamps 
00:00 Data Umbrella Introduction
03:06 Speaker Introduction
04:17 Presentation Intro - Machine Learning for the Web: Introduction to TensorFlow.JS
06:27 Why do we need machine learning in JavaScript (JS)?
08:02 What is TensorFlow?
09:03 Versatility & language popularity - ML can be used on any platform JS can run
10:30 ML application ideas (e.g. accessible web apps, sound recognition, etc.) 
11:38 3 options for using TensorFlow
13:00 Option 1: Use pre-trained models with JS classes 
15:14 Real-world examples
19:15 Option 2: Retrain existing neural network models to work with your own data
19:51 Image classification example (100 images) with Teachable Machine (separate tool with downloadable code)
26:24 Pause for Q&A
26:55 Example using Cloud Auto ML for larger image datasets (100,000+)
28:29 Option 3: Coding your own model
29:32 High-level TensorFlow architecture
31:06 Backends and hardware execution
32:07 Chart - Model Inference Performance Only
32:45 Chart - performance comparison between JS and Python of Hugging Face DistilBERT (NLP-based model)
33:05 5 benefits of using TensorFlow on the front end (client side) 
33:59 4 benefits of using TensorFlow on the back end (server side)
35:00 Demo code example 1 - image detection
42:35 Demo code example 2 - TensorFlow.JS converter (converting Python model to JS model)
47:24 More resources for learning and inspiration
49:40 Join the community - #MadeWithTFJS 
50:34 What will you make? Machine learning is for everyone.
50:57 Q&A (Using PyTorch, using TensorFlow in production) & final thoughts

## Resources
Website / API: https://www.tensorflow.org/js 
Models: https://www.tensorflow.org/js/models 
GitHub Code: https://github.com/tensorflow/tfjs 
Google Group: [tfjs@tensorflow.org](mailto:tfjs@tensorflow.org) 
TensorFlow forum: https://discuss.tensorflow.org/tag/tjfs 
YouTube playlist: goo.gle/made-with-tfjs 
Codepen: https://codepen.io/topic/tensorflow/ 
Glitch: https://glitch.com/@TensorFlowJS 
Sample dataset: https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database 
Recommended Reading: Deep Learning with JavaScript - https://www.manning.com/books/deep-learning-with-javascript 
Book: LearningTensorFlow.js - https://github.com/GantMan/learn-tfjs 
edX: https://www.edx.org/learn/javascript/google-google-ai-for-javascript-developers-with-tensorflow-js
reshamas commented 11 months ago

@greenhacks Thank you. Timestamps have been added to the video and the file. See: https://github.com/data-umbrella/event-transcripts/pull/206