Course Modules

Unit-1: Introduction to ML

Unit-1: Introduction to ML Unit-1: Introduction to ML

Define Machine Learning Page

Define Machine Learning Define Machine Learning 1

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Difference between AI, ML, and Data Science Page

Difference between AI, ML, and Data Science Difference between AI, ML, and Data Science 3

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Types of Machine Learning Page

Types of Machine Learning Types of Machine Learning 4

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Applications of machine learning in real life Page

Applications of machine learning in real life Applications of machine learning in real life 5

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Further Reading External Url

Further Reading Further Reading 6

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Class Activity External Url

Class Activity Class Activity 8

external_url 128359 0

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Practical Assignment External Url

Practical Assignment Practical Assignment 10

external_url 138851 0

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Class Activity Submission External Url

Class Activity Submission Class Activity Submission 12

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Unit-2: Python Libraries for Machine Learning ( NumPy Library)

Unit-2: Python Libraries for Machine Learning ( NumPy Library) Unit-2: Python Libraries for Machine Learning ( NumPy Library)

Define NumPy Page

Define NumPy Define NumPy 1

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Importance of numpy in ML Page

Importance of numpy in ML Importance of numpy in ML 2

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1 D Array Page

1 D Array 1 D Array 3

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2 D Array Page

2 D Array 2 D Array 4

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Accessing Array Elments Page

Accessing Array Elments Accessing Array Elments 5

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Mathes Functions Page

Mathes Functions Mathes Functions 6

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Indexing and Slicing, Manipulating Arrays Page

Indexing and Slicing, Manipulating Arrays Indexing and Slicing, Manipulating Arrays 7

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Class Activity-01 External Url

Class Activity-01 Class Activity-01 10

external_url 128365 0

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Lab Activity - 01 External Url

Lab Activity - 01 Lab Activity - 01 11

external_url 144099 0

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Class Acitivity Submission-01 External Url

Class Acitivity Submission-01 Class Acitivity Submission-01 12

external_url 145391 0

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Lab Activity Submission-01 External Url

Lab Activity Submission-01 Lab Activity Submission-01 13

external_url 145392 0

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Lab Activity -02 Page

Lab Activity -02 Lab Activity -02 14

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Unit-2: Python Libraries for Machine Learning ( Pandas Library )

Unit-2: Python Libraries for Machine Learning ( Pandas Library ) Unit-2: Python Libraries for Machine Learning ( Pandas Library )

Pandas Series and Dataframes Page

Pandas Series and Dataframes Pandas Series and Dataframes 1

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DataFrame operations Page

DataFrame operations DataFrame operations 2

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data cleaning and preprocessing Page

data cleaning and preprocessing data cleaning and preprocessing 3

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data aggregation and grouping Page

data aggregation and grouping data aggregation and grouping 4

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Lab Activity Page

Lab Activity Lab Activity 11

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Unit-3: Data Handling and visualization

Unit-3: Data Handling and visualization Unit-3: Data Handling and visualization

Data Visualization Page

Data Visualization Data Visualization 1

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Introduction External Url

Introduction Introduction 2

external_url 128372 0

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Pre-reading Material External Url

Pre-reading Material Pre-reading Material 3

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Reading Material External Url

Reading Material Reading Material 4

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Further Reading External Url

Further Reading Further Reading 5

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Assignment-04 Assignment

Assignment-04 Assignment-04 6

assignment 128376 1

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Activity External Url

Activity Activity 7

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Unit-4: Supervised Learning

Unit-4: Supervised Learning Unit-4: Supervised Learning

Types of Supervised Learning: Regression and Classification Page

Types of Supervised Learning: Regression and Classification Types of Supervised Learning: Regression and Classification 1

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The Machine Learning (ML) Process Page

The Machine Learning (ML) Process The Machine Learning (ML) Process 2

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Errors in Machine Learning Page

Errors in Machine Learning Errors in Machine Learning 3

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basic terminology of ML : Training, Validation, Testing, Model, parameters, overfitting, underfitting, Real-life applications Page

basic terminology of ML : Training, Validation, Testing, Model, parameters, overfitting, underfitting, Real-life applications basic terminology of ML : Training, Validation, Testing, Model, parameters, overfitting, underfitting, Real-life applications 4

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Introduction External Url

Introduction Introduction 5

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Pre-reading Material External Url

Pre-reading Material Pre-reading Material 6

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Reading Material External Url

Reading Material Reading Material 7

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Further Reading External Url

Further Reading Further Reading 8

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Assignment-05 Assignment

Assignment-05 Assignment-05 9

assignment 128382 1

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Activity External Url

Activity Activity 10

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Assignment CIE-2 Page

Assignment CIE-2 Assignment CIE-2 11

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Assignment Final Page

Assignment Final Assignment Final 12

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Supervised ML Practical Page

Supervised ML Practical Supervised ML Practical 13

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Unit-5: Unsupervised Machine Learning

Unit-5: Unsupervised Machine Learning Unit-5: Unsupervised Machine Learning

Define Unsupervised Learning Page

Define Unsupervised Learning Define Unsupervised Learning 1

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Differences between Supervised and Unsupervised Learning Page

Differences between Supervised and Unsupervised Learning Differences between Supervised and Unsupervised Learning 2

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k-means clustering Page

k-means clustering k-means clustering 3

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Real life application of unsupervised Machine learning Page

Real life application of unsupervised Machine learning Real life application of unsupervised Machine learning 4

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Introduction External Url

Introduction Introduction 5

external_url 128384 0

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Pre-reading Material External Url

Pre-reading Material Pre-reading Material 6

external_url 128385 0

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Reading Material External Url

Reading Material Reading Material 7

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Further Reading External Url

Further Reading Further Reading 8

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Assignment-06 Assignment

Assignment-06 Assignment-06 9

assignment 128388 1

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Activity External Url

Activity Activity 10

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