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

    M4W1 - Capstone Project - Supervised Learning

    • 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