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Data Science Learning Plan

2015-11-17 00:00 447 查看

Recommended for Beginners For those who have little to no experience with programming and statistics, or anyone that needs a refresh on the basics.

Course Title	Recommended Time Commitment	Course Developed By	Recommended Prerequisites
How to Use Version Control in Git & GitHub - Udacity	3 Weeks, 6 hrs/week
Intro to Computer Science & Programming Course - Udacity	3 Months, 6 hrs/week	University of Georgia
Intro to Python Programming Course - Udacity	6 Weeks, 6 hrs/week	Stanford	Intro to Computer Science & Programming Course - Udacity
Intro to Statistics - Udacity	2 Months, 6 hrs/week	Founder of Udacity, ex-Google VP
Intro to Descriptive Statistics - Udacity	2 Months, 6 hrs/week	San Jose State University
Inferential Statistics: Learn Statistical Analysis - Udacity	2 Months, 6 hrs/week	San Jose State University	Intro to Descriptive Statistics - Udacity

Associate Level Preparation & Training It is highly recommended that the first four courses and Intro to Relational Databases are completed prior to entering the instructor led Data Science Training Program.

Course Title	Recommended Time Commitment	Course Developed By	Recommended Prerequisites
Creating Clear & Compelling Messages	2.5 hrs	Cisco	Disclaimer: If you have taken a Mandel Communications course in the past that has taught you about the SCIPAB structure and feel that you do not need a refresher, then this course can be skipped.
Intro to Data Science Online Course - Udacity	2 Months, 6 hrs/week	Airbnb	Intro to Computer Science & Programming Course - Udacity ,Intro to Descriptive Statistics - Udacity , Inferential Statistics: Learn Statistical Analysis - Udacity
Data Wrangling with MongoDB Online Course - Udacity	2 Months, 6 hrs/week	MongoDB
Exploratory Data Analysis Using R - Udacity	2 Months, 6 hrs/week	Facebook
Intro to Machine Learning Course - Udacity	10 Weeks, 6 hrs/week	Founder of Udacity, ex-Google VP
Data Visualization and D3.js Course - Udacity	7 Weeks, 6 hrs/week	Founder of Zipfian Academy
A/B Testing - Udacity	1 Month, 6 hrs/week	Google
Intro to Artificial Intelligence Course and Training Online - Udacity	4 Months, 6 hrs/week	Founder of Udacity, ex-Google VP
Machine Learning - Udacity	4 Months, 6 hrs/week	Georgia Tech	Intro to Artificial Intelligence Course and Training Online - Udacity ,Intro to Statistics - Udacity
Intro to Relational Databases - Udacity	4 Weeks, 6 hrs/week	Former Google Engineer	Intro to Python Programming Course - Udacity
Intro to Hadoop & MapReduce for Beginners - Udacity	1 Month, 6 hrs/week	Cloudera	Intro to Computer Science & Programming Course - Udacity

Advanced Learning For those who have completed all prior training and are looking for more advanced, specialized training.

Course Title	Recommended Time Commitment	Course Developed By	Recommended Prerequisites
Introduction to Parallel Programming With CUDA - Udacity	3 Months, 6 hrs/week	NVidia	C Programming Experience
Natural Language Processing - Coursera	8-10 hrs/week	Stanford
Machine Learning - Coursera	Not Listed	Stanford
Probabilistic Graphical Models - Coursera	11 Weeks, 15 hrs/week	Stanford
Social Network Analysis - Coursera	5-7 hrs/week	University of Michigan
Neural Networks for Machine Learning - Coursera	8 Weeks, 7 hrs/week	University of Toronto
Discrete Optimization - Coursera	9 Weeks, 10 hrs/week	University of Melbourne
Linear and Integer Programming - Coursera	5-7 hrs/week	University of Colorado, Boulder
Introduction to Recommender Systems - Coursera	Not Listed	University of Minnesota
Artificial Intelligence Planning - Coursera	7 Weeks, 5 hrs/week	University of Edinburgh
Scientific Computing - Coursera	10 Weeks, 5 hrs/week	University of Washington

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