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 Solution	For loops Solution	pandas & numpy Solution
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 Solution	Categorical and Normalization	numpy & dict Solution	matplotlib Solution	Apply & Lambda Solution
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			Hypothesis Testing
Morning video	Set Theory and Probability	Distributions			Hypothesis Testing
Afternoon code	Probability and NumPy		Sampling and Central Limit Theorem
Afternoon video	Probability and NumPy		Sampling and Confidence

Week VI

	One	Two	Three	Four	Five
Warm-up	t-test	SQL Practice	p-values	AB testing
Morning code	Power and Effect			Monte Carlo Markov Chain
Morning video	Power and Effect	A/B Testing		Monte Carlo Markov Chain	AWS Lambda Lab
Afternoon code		A/B Testing
Afternoon video					Mod 3 Project Kickoff

Week VII

	One	Two	Three	Four	Five
Warm-up	PROJECT 2	PROJECT 2	PROJECT 2
Morning code				Regression	Multiple Regressions
Morning video				Regression	Multiple Regressions
Afternoon code
Afternoon video

Week VIII

	One	Two	Three	Four	Five
Warm-up
Morning code	Gradient Descent		Logistic Regression	Time Series
Morning video	Gradient Descent		Logistic Regression		Time Series Analysis
Afternoon code				Coach Regression Notebook
Afternoon video				Coach Regression Lab

Week IX

	One	Two	Three	Four	Five
Warm-up	PROJECT 3	PROJECT 3	PROJECT 3
Morning code				KNN	Decision Trees
Morning video				KNN	Decision Trees
Afternoon code
Afternoon video

Week X

	One	Two	Three	Four	Five
Warm-up
Morning code	Random Forests	SVM	PCA		PySpark Intro
Morning video	Random Forests	SVM	PCA		PySpark Intro
Afternoon code
Afternoon video

Week XI

	One	Two	Three	Four	Five
Warm-up
Morning code
Morning video
Afternoon code	Recommendation System in PySpark	Classifcation code-along
Afternoon video	Recommendation System in PySpark