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100 Days Challenge Day 9 - Gradient Descent with Large Datasets, Online Learning, Photo OCR

100 Days Challenge - Day 9

 
Note: This is the last slide of Andrew Ng's Machine Learning Course

Gradient Descent with Large Datasets, Online Learning, Photo OCR


Revised Week 10 and Week 11 (last two) of Andrew Ng's Machine Learning course on Coursera which I had already completed a few months ago.

Topics covered include:

Gradient Descent with Large Datasets
  • Batch Gradient Descent
  • Stochastic Gradient Descent
  • Mini-Batch Gradient Descent
Online Learning
Map-Reduce and Data Parallelism

OCR
  • Sliding Windows
  • Getting Synthetic Data
  • Ceiling Analysis

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