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gads7's Introduction

Welcome to the General Assembly Data Science Handout page. Here I'll be assembling handouts, walkthrough and links for everyone to have some references to follow-up after class.

####Final Project Details

Key Dates
  • Feb 6: Project Presentations
  • Feb 20: Data Review and Processing Presentations
  • Last Day of Class: Final Presentations

###General Resources ####Books

###Lesson 1: Introduction to Data Science & Basic Data Manipulation

####Slides

####Handouts

####Links

###Lesson 2: Data Storage and Extraction

####Slides

####Handouts

####Links

###Lesson 3: Python and Data Manipulation

####Handouts

####Links

###Lesson 4: Data Visualization ####Assignment 1: Due Jan 9

####Handouts

####Slides

####Links

Lesson 5: Introduction to Machine Learning

####Slides

####Handouts

####Links

Lesson 6: Linear Regression

####Assignment 1: Due Jan 24 ####Slides

####Handouts

####Links

Lesson 7: Logistic Regression and Regularization

####Slides

####Links

Lesson 8: Naive Bayes and Bayesian Estimators

####Slides

####Links

Lesson 9: Decision Trees and Random Forests

####Slides

####Handouts

Links

Lesson 10: Classification Review

####Slides

###Handouts

####Links

Lesson 11: Ensemble Learning

####Slides

####Handouts

###Links

Lesson 12: K-Means Clustering

Lesson 13: PCA and Unsupervised Learning

Lesson 14: Recommendation Systems

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