# Data Science Complete Tutorial

For extensive instructor led learning

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

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

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

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

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/

We want to democratize education and create free quality course content.

Open Source Agenda is not affiliated with "Data Science Complete Tutorial" Project. README Source: edyoda/data-science-complete-tutorial
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