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data-science-complete-tutorial
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Last updated Jul 5, 2026
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README

In person training - https://www.edyoda.com/program/data-scientist-program

Machine Learning Git Codebook

Lesson 1 : Introduction to Numpy (Video) Lesson 2 : Data Wrangling using Pandas Lesson 3 : Plotting in Python Lesson 4 : Linear Models for Regression & Classification Lesson 5 : Preprocessing Data Lesson 6 : Decision Trees Lesson 7 : Naive Bayes Lesson 8 : Composite Estimators Lesson 9 : Model Selection and Evaluation Lesson 10 : Feature Selection Techniques Lesson 11 : Nearest Neighbors Lesson 12 : Clustering Techniques Lesson 13 : Anomaly Detection Lesson 14 : Support Vector Machines Lesson 15 : Dealing with Imbalanced Classes Lesson 16 : Ensemble Methods

Case Study of Classic ML Problems

Case 1 : Linear Regression Case 2 : Cancer Prediction Case 3 : Online Learning Case 4 : Customer Churn Prediction Case 5 : Income Prediction Case 6 : Predicting Employee Exit Case 7 : Face Generation Case 8 : Finding Similar Houses

The Free courses available on EdYoda

Python - https://www.edyoda.com/course/98

Angular - https://www.edyoda.com/course/1227

Machine Learning - https://www.edyoda.com/course/1416

Dog Breed Prediction Project - https://www.edyoda.com/course/1336

AI Project - Web application for Object Identification - https://www.edyoda.com/course/1185

Numpy - https://www.edyoda.com/course/1263

Tensorflow - https://www.edyoda.com/course/99

Amazon Web Services - https://www.edyoda.com/course/1410

DevOps - https://www.edyoda.com/course/100

Android - https://www.edyoda.com/course/101 https://www.edyoda.com/course/1173

Deep Reinforcement Learning - https://www.edyoda.com/course/1421

Knowledge Graphs, Deep Learning, Reasoning - https://www.edyoda.com/course/1420

Natural Language Processing - https://www.edyoda.com/course/1419

GAN Miniseries - https://www.edyoda.com/course/1418

Implementing Java Api's work - https://www.edyoda.com/channel/2398/

Introduction to Neural Nets - https://www.edyoda.com/channel/2500/

Videos from deep cognition studio - https://www.edyoda.com/channel/2380/

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