General Path and Tracks

General 16 weeks program…

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our data

Programming

Week 1

Day	Description	Material
Day 1	Exploratory Data Analysis (EDA)	Slides EDA
Day 2	Pandas	Slides Pandas
Day 3	Pandas work	Works

Week 2

Day	Description	Material
Day 1	Calculus	Lecures in maths
Day 2	Applications of calculus	Slides microeconomics
Day 3	Gradient descent	Lecures in maths

Week 3

Day	Description	Material
Day 1	KNN	SLIDES
Day 2	Support Vector Machine	Slides SVM
Day 3	Support Vector Machine	Slides SVM

Week 4

Day	Description	Material
Day 7	Analytics workflow	See material here
Day 8	Final work	Write presentation

Week 5

Day	Description	Material
Day 7	Analytics workflow	See material here
Day 8	Final work	Write presentation

Week 6

Day	Description	Material
Day 7	Analytics workflow	See material here
Day 8	Final work	Write presentation

Week 7

Day	Description	Material
Day 7	Analytics workflow	See material here
Day 8	Final work	Write presentation

Week 8

Day	Description	Material
Day 7	Analytics workflow	See material here
Day 8	Final work	Write presentation

Week 9

Day	Description	Material
Day 7	Analytics workflow	See material here
Day 8	Final work	Write presentation

Machine Learning

Week 10

Day	Description	Material
Day 1	Linear regression sklearn	colab lr
Day 2	Regularized linear regression	colab Regularized lr
Day 3	Cross validation	Slides cross val Slides cross val

Week 11

Day	Description	Material
Day 1	logistic regression	colab logistic r.
Day 2	Workflow and Metrics	Write presentation
Day 3	KNN	Slides KNN

Week 12

Day	Description	Material
Day 1	Decision tree	Material
Day 2	Decision tree benchmark random forest and boosting	make
Day 3	Kaggle competition	See competition

Week 13

Day	Description	Material
Day 1	Clustering and PCA	See material here
Day 2	Naive bayes	Write presentation
Day 3	Naive bayes and Natural Language Processing	notebook integration!

Week 14

Day	Description	Material
Day 1	Neural Network	See material here
Day 2	Neural Network	Write presentation
Day 3	Time series	Material

Week 15

Day	Description	Material
Day 1	Apriori	See material here
Day 2	Survival Analsysis	Write presentation
Day 3	Final project	material