Important links
Blogs
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Lecture Code + Recording
Module 1
Topic | Code | Video |
---|---|---|
Tools of the Trade | notebook | video |
Python Fundamentals | notebook | video |
Cleaning Data in Pandas - I | notebook | video |
Cleaning Data in Pandas- II | notebook | video |
Lab: Getting Git & Python Tips and Tricks | Git slides Pandas notebook | no video-sorry! |
More Pandas | notebook | video |
Restructuring Data in Pandas | notebook | video |
Mod 1 CRISP-DM Lab | notebook | video-from about halfway through Password: 8M?L*4h0 |
Visualize This-I | notebook | video |
Visualize This-II | video | |
Intro to Data Engineering | notebook | video |
JSON - API’s | notebook | video |
Branching out in Git | notebook | video Password: 1J*+Ou11 |
Webscraping | notebook | video |
Module 2
Topic | Code | Video |
---|---|---|
Distributions | notebook | video |
Probability | notebook | video |
Central Limit Theorem | notebook | Part I Part II |
Hypothesis Testing | notebook | Part-I Password 5t^7fnX4 Part-II Password: 1s=M2!@V |
Power & Effect Size | notebook | Part-I Part-II |
Hypothesis Testing Lab | notebook | video |
Bayes Theorem | notebook | video |
Simple Linear Regression | notebook | video |
Multiple Linear Regression | notebook | video |
Polynomial Regression | notebook | video |
Cross-Validation-Train-Test-Split | notebook | video |
Bias-Variance | notebook | video |
Module 3
Topic | Code | Video |
---|---|---|
OOP | notebook | video |
Lasso & Ridge | notebook | Part I Part II |
Intro to ML | SlideDeck | video |
Logistic Regression | notebook | video |
Math in the Machine | notebook | video |
Classification Metrics | notebook | video |
KNN | notebook | video |
Naive Bayes & Pipelines | notebook | video |
Decision Trees | notebook | video |
Model Tuning | notebook | video |
Ensemble Methods | notebook | video |
Module 4
Topic | Code | Video |
---|---|---|
PCA | notebook | video |
Clustering | notebook | no video |
PySpark | notebook | video |
Recommendation Systems | notebook | video |
Time Series | EDA book Modeling Book | video |
NLP | notebook | video |
NLP 2 | classifcation notebook word vectors | video |
Cloud Computing | notebook | video |