x225501 / ML_Tutorial

Tutorial for ML Intro

Machine Learning Tutorial

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Requried

• python > 2.4
• numpy
• matplotlib
• scikit-learn

Introduction

• Machine Learning
• Difference between ML,DL,AI,DS
• Broadcasting in numpy

Supervised Learning

• Hands on - Linear Regression with Scikit
• Implementing Linear Regression from math formulas

Unsupervised Learning

• Clustering using Scikit
• Clustering using KMeans by hand

Applications

• Image Processing
• Search Engine
• Medicine and Diagnostics
• Telecom
• Natural Language Processing

Video Links

• https://www.youtube.com/watch?v=ohmajJTcpNk
• https://www.youtube.com/watch?v=Bui3DWs02h4&t=71s