## Lecture Recordings & Materials

• 1

### M1W1D1 - Integers, Floats & Booleans

• Introduction to Python & Google Colaboratory

• Integers, Floats & Booleans - Recording

• Integers, Floats & Booleans - Materials

• Integers, Floats & Booleans - Assignment

• Integers, Floats & Booleans - Quiz

• Integers, Floats & Booleans - Assignment Solution

• 2

### M1W1D2 - Introduction to Strings

• Introduction to Strings - Recording

• Introduction to Strings - Materials

• Introduction to Strings - Assignment

• Introduction to Strings - Quiz

• Introduction to Strings - Assignment Solution

• 3

### M1W1D3 - Introduction to Lists

• Introduction to Lists - Recording

• Introduction to Lists - Materials

• Introduction to Lists - Assignment

• Introduction to Lists - Quiz

• Introduction to Lists - Assignment Solution

• 4

### M1W1D4 - Tuples, Sets & Dictionaries

• Tuples, Sets & Dictionaries - Recording

• Tuples, Sets & Dictionaries - Materials

• Tuples, Sets & Dictionaries - Assignment

• Tuples, Sets & Dictionaries - Quiz

• Tuples, Sets & Dictionaries - Assignment Solution

• 5

### M1W1D5 - Statements, Indentation & Conditionals

• Statements, Indentation & Conditionals - Recording

• Statements, Indentation & Conditionals - Materials

• Statements, Indentation & Conditionals - Assignment

• Statements, Indentation & Conditionals - Quiz

• Statements, Indentation & Conditionals - Assignment Solution

• 6

### M1W1 - Projects & Assessment

• Guided Project - Recording

• Guided Project - Materials

• Self Project

• Self Project Solution

• Competency Challenge

• 7

### M1W1 - Interview Preparation

• Guest Lecture - Recording

• Interview Point of View - Recording

• Case Study - Recording

• Case Study - Materials

• 8

### M1W2D1 - Loops and Iterations

• Loops and Iterations - Recording

• Loops and Iterations - Materials

• Loops and Iterations - Assignment

• Loops and Iterations - Quiz

• Loops and Iterations - Assignment Solution

• 9

### M1W2D2 - List Comprehension

• List Comprehension - Recording

• List Comprehension - Materials

• List Comprehension - Assignment

• List Comprehension - Quiz

• List Comprehension - Assignment Solution

• 10

### M1W2D3 - Functions & Methods

• Functions & Methods - Recording

• Functions & Methods - Materials

• Functions & Methods - Assignment

• Functions & Methods - Quiz

• Functions & Methods - Assignment Solution

• 11

### M1W2D4 - Production Grade Programming

• Production Grade Programming - Recording

• Production Grade Programming - Materials

• Production Grade Programming - Assignment

• Production Grade Programming - Quiz

• Production Grade Programming - Assignment Solution

• 12

### M1W2D5 - Space & Time Complexity

• Space & Time Complexity - Recording

• Space & Time Complexity - Materials

• Space & Time Complexity - Assignment

• Space & Time Complexity - Quiz

• Space & Time Complexity - Assignment Solution

• 13

### M1W2 - Projects & Assessments

• Guided Project - Recording

• Guided Project - Materials

• Guest Lecture, Interview PoV & Case Study - Recording

• Case Study - Materials

• Self Project

• Self Project Solution

• Competency Challenge

• 14

### M1W3D1 - Introduction to Numpy

• Introduction to Numpy - Recording

• Introduction to Numpy - Materials

• Introduction to Numpy - Assignment

• Introduction to Numpy - Quiz

• Introduction to Numpy - Assignment Solution

• 15

### M1W3D2 - Numpy Operations

• Numpy Operations - Recording

• Numpy Operations - Materials

• Numpy Operations - Assignment

• Numpy Operations - Quiz

• Numpy Operations - Assignment Solution

• 16

### M1W3D3 - Introduction to Pandas

• Introduction to Pandas - Recording

• Introduction to Pandas - Materials

• Introduction to Pandas - Quiz

• 17

### M1W3D4 - Pandas Operations

• Pandas Operations - Recording

• Pandas Operations - Materials

• Pandas Operations - Assignment

• Pandas Operations - Quiz

• Pandas Operations - Assignment Solution

• 18

### M1W3 - Exploratory Data Analysis

• Guided Project -Part I - Recording

• Guest Lecture & Guided Project - Part II - Recording

• Guided Project - Materials

• 19

### M1W4D1 - Data Wrangling Project

• Data Wrangling Project - Recording

• Data Wrangling Project - Materials

• 20

### M1W4D3 - Introduction to Data Visualization

• Introduction to Data Visualization - Recording

• Introduction to Data Visualization - Materials

• Introduction to Data Visualization - Assignment

• Introduction to Data Visualization - Quiz

• Introduction to Data Visualization - Assignment Solution

• 21

### M1W4D4 - Probability Theory

• Probability Theory - Recording

• Probability Theory - Materials I

• Probability Theory - Materials II

• Probability Theory - Materials III

• Probability Theory - Assignment

• Probability Theory - Quiz

• Probability Theory - Assignment Solution

• 22

### M1W4D5 - Summarizing Data

• Summarizing Data - Recording

• Summarizing Data - Materials I

• Summarizing Data - Materials II

• Summarizing Data - Assignment

• Summarizing Data - Quiz

• Summarizing Data - Assignment Solution

• 23

### M1W4 - Exploratory Data Analysis II

• Guided Project - Recording

• Guided Project - Materials

• Guest Lecture, Placement Workshop & Capstone Project Guidelines - Recording

• Self Project

• Self Project Solution

• Competency Challenge

• 24

### M2W1 - Capstone Project - Exploratory Data Analysis

• Projects

• Sample Capstone Project Solution

• 25

### M2W2D2 - Calculus for ML

• Calculus for ML - Recording

• Calculus for ML - Materials I

• Calculus for ML - Materials II

• Calculus for ML - Assignment

• Calculus for ML - Quiz

• Calculus for ML - Assignment Solution

• 26

### M2W2D3 - Linear Algebra for ML I

• Linear Algebra for ML - Recording

• Linear Algebra for ML - Materials

• Linear Algebra for ML - Additional Reading Material

• Linear Algebra for ML - Assignment

• Linear Algebra for ML - Quiz

• Linear Algebra for ML - Assignment Solution

• 27

### M2W2D5 - Linear Algebra for ML II

• Linear Algebra for ML II - Recording

• Linear Algebra for ML II - Materials

• Linear Algebra for ML II - Additional Reading Material

• Linear Algebra for ML II - Assignment

• Linear Algebra for ML II - Quiz

• Linear Algebra for ML II - Assignment Solution

• 28

### M2W2 - Calculus and Linear Algebra for ML

• Guided Project - Recording

• Guided Project - Materials

• Self Project

• Self Project Solution

• Competency Challenge

• 29

### M2W3D1 - Random Variables

• Random Variables - Recording

• Random Variables - Materials I (Discrete)

• Random Variables - Materials II (Continuous)

• Random Variables - Materials III

• Random Variables - Assignment

• Random Variables - Quiz

• Random Variables - Assignment Solution

• 30

### M2W3D2 - Discrete Distributions

• Discrete Distributions - Recording

• Discrete Distributions - Materials I

• Discrete Distributions - Materials II

• Discrete Distributions - Assignment

• Discrete Distributions - Quiz

• Discrete Distributions - Assignment Solution

• 31

### M2W3D3 - Continuous Distributions

• Continuous Distributions - Recording

• Continuous Distributions - Materials I

• Continuous Distributions - Materials II

• Continuous Distributions - Materials III

• Continuous Distributions - Materials IV

• Continuous Distributions - Assignment

• Continuous Distributions - Quiz

• Continuous Distributions - Assignment Solution

• 32

### M2W3D4 - Joint Distributions I

• Joint Distributions - Recording

• Joint Distributions - Materials

• Joint Distributions - Assignment

• Joint Distributions - Quiz

• Joint Distributions - Assignment Solution

• 33

### M2W3D5 - Joint Distributions II

• Joint Distributions II - Recording

• Joint Distributions II - Materials

• Joint Distributions II - Assignment

• Joint Distributions II - Quiz

• Joint Distributions II - Assignment Solution

• 34

### M2W3 - Probability Distributions

• Guided Project - Recording

• Guided Project - Materials

• Interview PoV - Live

• Interview PoV - Recording

• Interview PoV - Materials

• Self Project

• Competency Challenge

• 35

### M2W4D1 - Sampling & Statistical Inference

• Sampling & Statistical Inference - Recording

• Sampling & Statistical Inference - Materials I

• Sampling & Statistical Inference - Materials II

• Sampling & Statistical Inference - Assignment

• Sampling & Statistical Inference - Quiz

• Sampling & Statistical Inference - Assignment Solution

• 36

### M2W4D2 - Confidence Intervals

• Confidence Intervals - Recording

• Confidence Intervals - Materials I

• Confidence Intervals - Materials II

• Confidence Intervals - Assignment

• Confidence Intervals - Quiz

• Confidence Intervals - Assignment Solution

• 37

### M2W4D3 - Statistics Recap

• Statistics Recap - Assignment

• 38

### M2W4D4 - Hypothesis Testing I

• Hypothesis Testing - Recording

• Hypothesis Testing - Materials

• Hypothesis Testing - Assignment

• Hypothesis Testing - Quiz

• Hypothesis Testing - Assignment Solution

• 39

### M2W4D5 - Hypothesis Testing II

• Hypothesis Testing - II - Recording

• Hypothesis Testing - II - Materials

• Hypothesis Testing - II - Assignment

• Statistics - Additional Reading

• Statistics - Additional Reading II

• Hypothesis Testing - II - Assignment Solution

• 40

### M2W4 - Inferential Statistics

• Guided Project - Recording

• Guided Project - Materials

• Interview PoV - Recording

• Interview PoV - Materials

• Self Project

• Competency Challenge

• 41

### M3W1D1 - Introduction to Machine Learning

• Introduction to Machine Learning - Recording

• Introduction to Machine Learning - Materials

• Introduction to Machine Learning - Assignment

• Introduction to Machine Learning - Quiz

• 42

### M3W1D2 - Linear Regression I

• Linear Regression - Recording

• Linear Regression - Materials

• Linear Regression - Assignment

• Linear Regression - Quiz

• Linear Regression - Assignment Solution

• 43

### M3W1D3 - Linear Regression II

• Linear Regression II - Recording

• Linear Regression II - Materials I

• Linear Regression II - Materials II

• Linear Regression II - Materials III

• Linear Regression II - Assignment

• Linear Regression II - Quiz

• Linear Regression II - Assignment Solution

• 44

### M3W1D4 - Bias-Variance Tradeoff

• Bias-Variance Tradeoff - Recording

• Bias-Variance Tradeoff - Materials

• Bias-Variance Tradeoff - Assignment

• Bias-Variance Tradeoff - Quiz

• Bias-Variance Tradeoff - Assignment Solution

• 45

### M3W1D5 - Regularized Linear Regression

• Regularized Linear Regression - Recording

• Regularized Linear Regression - Materials

• Regularized Linear Regression - Quiz

• 46

### M3W1 - Linear Regression

• Guided Project - Recording

• Guided Project - Materials

• Interview Point of View - Recording

• Interview Point of View - Materials I

• Interview Point of View - Materials II

• Self Project

• Competency Challenge

• 47

### M3W2D1 - Cross-Validation & Hyperparameter Tuning

• Cross-Validation & Hyperparameter Tuning - Recording

• Cross-Validation & Hyperparameter Tuning - Materials

• Cross-Validation & Hyperparameter Tuning - Quiz

• 48

### M3W2D2 - Logistic Regression

• Logistic Regression - Recording

• Logistic Regression - Materials

• Logistic Regression - Quiz

• Logistic Regression - Assignment

• Logistic Regression - Assignment Solution

• 49

### M3W2D3 - Decision Trees

• Decision Trees - Recording

• Decision Trees - Materials I

• Decision Trees - Materials II

• Decision Trees - Quiz

• Decision Trees - Assignment

• Decision Trees - Assignment Solution

• 50

### M3W2D4 - Ensembles of Decision Trees

• Ensembles of Decision Trees - Recording

• Ensembles of Decision Trees - Materials

• Ensembles of Decision Trees - Quiz

• 51

### M3W2D5 - Revision Session

• Revision Session Guidelines

• 52

### M3W2 - Logistic Regression & Decision Trees

• Guided Project - Recording

• Guided Project - Materials

• Interview Point of View - Recording

• Interview PoV - Materials

• Self Project

• Competency Challenge

• 53

### M3W3D1 - K-Nearest Neighbors

• K-Nearest Neighbors - Recording

• K-Nearest Neighbors - Materials

• K-Nearest Neighbors - Quiz

• K-Nearest Neighbors - Assignment

• K-Nearest Neighbors - Assignment Solution

• 54

### M3W3D2 - Naive Bayes Classifier

• Naive Bayes Classifier - Recording

• Naive Bayes Classifier - Materials

• Naive Bayes Classifier - Materials

• Naive Bayes Classifier - Quiz

• Naive Bayes Classifier - Assignment

• Naive Bayes Classifier - Assignment Solution

• 55

### M3W3D3 - Support Vector Machines

• Support Vector Machines - Recording

• Support Vector Machines - Materials I

• Support Vector Machines - Materials II

• Support Vector Machines - Quiz

• Support Vector Machines - Assignment

• Support Vector Machines - Assignment Solution

• 56

### M3W3D4 - Neural Networks

• Neural Networks - Recording

• Neural Networks - Materials

• Neural Networks - Visualization

• Neural Networks - Quiz

• Neural Networks - Assignment

• Neural Networks - Assignment Solution

• 57

### M3W3D5 - Revision Session Guidelines

• Revision Session Guidelines

• Interview Questions

• 58

### M3W3 - Guided Project

• Guided Project - Recording

• Guided Project - Materials

• Self Project

• Competency Challenge

• 59

### M3W4D1 - K-Means Clustering

• K-Means Clustering - Recording

• K-Means Clustering - Materials

• K-Means Clustering - Visualization

• K-Means Clustering - Assignment

• K-Means Clustering - Quiz

• 60

### Clustering Recap

• Clustering Recap

• 61

### M3W4D3 - Principal Component Analysis

• Principal Component Analysis - Recording

• Principal Component Analysis - Materials

• Principal Component Analysis - Visualization

• Principal Component Analysis - Visualizing Change of Basis

• Principal Component Analysis - Assignment

• Principal Component Analysis - Quiz

• 62

### M3W4D4 - Anomaly Detection

• Anomaly Detection - Recording

• Anomaly Detection - Materials

• Anomaly Detection - Assignment

• Anomaly Detection - Quiz

• 63

### M3W4D5 - Hierarchical Clustering

• Hierarchical Clustering - Recording

• Hierarchical Clustering - Materials

• 64

### M3W4 - Unsupervised Learning

• Revision Session Guidelines

• Self Project

• Competency Challenge

• 65

• Projects

• 66

### Placement Workshops

• Industry Insights

• Industry Insights

• Sample Resume

• Building your Resume

• 67

### M4W2 - SQL Fundamentals - I

• SQL Fundamentals - I - Recording

• SQL Fundamentals - I - Materials

• SQL Fundamentals - I - Materials III

• SQL Fundamentals - I - Quiz

• 68

### SQL Fundamentals - II

• SQL Fundamentals - II - Recording

• SQL Fundamentals - II - Materials

• SQL Fundamentals - II - Materials II

• SQL Fundamentals - II - Assignment

• SQL Fundamentals - II - Quiz

• SQL Fundamentals - II - Assignment Solution

• 69

### M4W3D2 - NLP Basics

• NLP Basics - Recording

• NLP Basics - Materials

• NLP Basics - Quiz

• 70

### M4W3D3 - Recommender Systems

• Collaborative Filtering - Recording

• Collaborative Filtering - Materials

• Singular Value Decomposition - Visualization

• Content Based Filtering - Recording

• Content Based Filtering - Materials

• Collaborative Filtering - Quiz

• 71

### M4W3D4 - Time Series Analysis I

• Time Series Analysis I - Recording

• Time Series Analysis I - Materials

• Time Series Analysis I - Materials II

• Time Series Analysis I - Quiz

• 72

### M4W3 - Data Science Case Study

• Data Science Case Study - Recording

• Data Science Case Study - Materials

• 73

### M4W3D6 - Topic Modeling with LDA

• Topic Modeling with LDA - Recording

• Topic Modeling with LDA - Materials

• 74

### M5W1D1 - Deep Learning Overview

• Deep Learning Overview - Recording

• Deep Learning Overview - Materials

• Deep Learning Overview - Materials II

• Deep Learning Overview - Assignment