Machine Learning

Classical Machine Learning

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PlaylistClassical Machine Learning | Full Course

This course includes

78 articles

2h 52m reading time

81 videos • 23 hr 1 mins

Introduction 11 Topics, Read: 4 mins, 2 Videos: 40 mins

What is ML ? Open 3 topics • Read: 1 min • 1 video: 12 mins

Types of ML Open 8 topics • Read: 3 mins • 1 video: 27 mins

Supervised Learning 284 Topics, Read: 102 mins, 51 Videos: 13 hr 38 mins

Linear Regression Open 13 articles • 83 topics • Read: 30 mins • 16 videos: 4 hr 26 mins

Logistic Regression Open 5 articles • 36 topics • Read: 9 mins • 5 videos: 1 hr 22 mins

K Nearest Neighbors Open 4 articles • 23 topics • Read: 8 mins • 4 videos: 1 hr 7 mins

Decision Tree Open 16 articles • 82 topics • Read: 32 mins • 16 videos: 3 hr 56 mins

Support Vector Machine Open 7 articles • 43 topics • Read: 16 mins • 7 videos: 2 hr 2 mins

Naive Bayes' Open 3 articles • 17 topics • Read: 7 mins • 3 videos: 42 mins

Unsupervised Learning 151 Topics, Read: 51 mins, 20 Videos: 7 hr 16 mins

K Means Open 6 articles • 32 topics • Read: 13 mins • 6 videos: 1 hr 33 mins

Hierarchical Clustering Open 1 articles • 4 topics • Read: 2 mins • 1 video: 20 mins

DBSCAN Open 1 articles • 9 topics • Read: 3 mins • 1 video: 33 mins

Gaussian Mixture Model Open 3 articles • 23 topics • Read: 9 mins • 3 videos: 1 hr 24 mins

Anomaly Detection Open 6 articles • 47 topics • Read: 14 mins • 6 videos: 1 hr 52 mins

Dimensionality Reduction Open 3 articles • 36 topics • Read: 10 mins • 3 videos: 1 hr 31 mins

Feature Engineering 29 Topics, Read: 9 mins, 5 Videos: 53 mins

Data Pre Processing Open 5 topics • Read: 2 mins • 1 video: 15 mins

Categorical Variables Open 7 topics • Read: 2 mins • 1 video: 11 mins

Feature Engineering Open 5 topics • Read: 1 min • 1 video: 9 mins

Data Leakage Open 4 topics • Read: 2 mins • 1 video: 9 mins

Model Interpretability Open 8 topics • Read: 2 mins • 1 video: 7 mins

ML System 13 Topics, Read: 6 mins, 3 Videos: 32 mins

Data Distribution Shift Open 5 topics • Read: 2 mins • 1 video: 11 mins

Retraining Strategies Open 4 topics • Read: 2 mins • 1 video: 10 mins

Deployment Patterns Open 4 topics • Read: 2 mins • 1 video: 10 mins

Introduction

Introduction To Machine Learning

Supervised Learning

Supervised Machine Learning

Unsupervised Learning

Unsupervised Machine Learning

Feature Engineering

ML System

Machine Learning System

Interview Questions

Machine Learning Interview Questions