Machine Learning in Javascript

Dean Shub (CTO @ Stox)

Who am I? Why am I here?

P=NP

Supervised vs Unsupervised

  • Regression
  • Classification
  • Clustering
  • Association rules
  • Reinforcment learning
  • Generation
  • ...

Housing Market

LocationSizeRoomsPrice
Tel-Aviv6022.5M
Holon9033M
Eilat702.52.6M
Rehovot8043.8M
Tel-Aviv10036M

Main resons for the ML rise

Data Volume

Hardware (GPU)

Algorithms

Important Terms

Backpropogation

Loss

Optimization

Overfitting

ML process

Train

Test

Evaluate

Compare Models

How was it solved?

Speech 2 Text

Object Detection

Face Recognition

Transfer Learning

ML frameworks

Tensorflow

Caffe

Theano

PyTorch

Keras

Tensorflow.js

Other cool ML stuff

download models user ML apis