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dc_ds_06_03_19's Introduction

Data science fellowship 06/03/19

Data science calendar

Calendar

Important links

student master sheet

Week I

One Two Three Four Five
Warm-up Dictionary
For loops
pandas & numpy
Morning code Python Fun 1 Code Libraries and Numpy
Morning video Python Fun 1 Vid Libraries and Numpy
Afternoon code Terminal Code Python Fun 2 Code Intro to pandas
Afternoon video Terminal Vid More on Bash Python Fun 2 Vid Warmups Coach Lab Intro to pandas

Week II

One Two Three Four Five
Warm-up Train/Test Split Categorical and Normalization numpy & dict matplotlib Apply & Lambda
Morning code Pandas Part 2 Seaborn
Morning video Pandas Part 2 Coding Best Practices Quality Presentations + GitHub
Afternoon code Data Cleaning in Pandas Matplotlib Graphing
Afternoon video Pandas Part 2.5 Data Cleaning in Pandas Matplotlib Graphing Data Cleaning Lab GitHub Collaboration Pt 2

Week III

One Two Three Four Five
Warm-up PROJECT 1 PROJECT 1 PROJECT 1 Merging in pandas SQL practice
Morning code SQL Lecture
Morning video SQL Lecture
Afternoon code Object Oriented Programming
Afternoon video Object Oriented Programming

Week IV

One Two Three Four Five
Warm-up More SQL Pokemon json part 1 Pokemon json part 2 Star Wars API Mini-project
Morning code json & APIs Webscraping
Morning video json & APIs Web Scraping Lab NoSQL & Mongo
Afternoon code
Afternoon video API & Webscraping

Week V

One Two Three JULY FOUR Five
Warm-up Probability with numpy Probability Practice Central Limit Theorem
Morning code Set Theory and Probability Distributions
Morning video Set Theory and Probability Distributions
Afternoon code Probability and NumPy Sampling and Central Limit Theorem
Afternoon video Probability and NumPy Sampling and Confidence

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