Machine Learning with Python-Xpert

₹21,999.00

Category: Innovative Creators

Description

Description

Why Take This Online Programming Course?

Real-life based Challenge

Certificate on Completion

For Kids of All Ages

Live Tutoring Classes

Fun Quizzes & Assignments

What will Student Learn?

Course Content

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Introduction to Machine Learning

What is Machine Learning? 1 Topic

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Did you know!

Types of Machine Learning

Supervised Machine Learning, Classification

Types of classification

Classification Performance

Classification Algorithms 9 Topics | 1 Quiz

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Linear Regression

Assignment: Linear Regression

Logistic Regression

Assignment Logistic Regression

Naive Bayes Classification

Titanic Survivors classification : Naive Bayes Classification on Numeric Data

Assignment: Naive Bayes Classification, 1

Spam Classification : Naive Bayes Classification on Text data

Assignment : Naive Bayes Classification 2

Quiz Time ! Classification Algorithms

Types of results after Classification

Classification Metrics 4 Topics | 1 Quiz

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Classification Accuracy

Sensitivity or Recall

Specificity

Precision

Quiz time ! – How is your ML model performing??

Types of Clustering

Unsupervised Machine Learning, Clustering

Unsupervised Learning Algorithms 4 Topics | 1 Quiz

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K-means Clustering

Assignment K means Clustering

Gaussian Mixture Models

Why Soft Assignment ?

Quiz time! – Clustering algorithms.

Structured Data vs Unstructured Data

Natural Language Processing

What is NLP?

Tokenization

Steps in NLP

Parts of Speech Tagging

Lemmatization

Visualization of tokenization

Named Entity Recognition

Visualizing Names Entities in text

Dependency Parsing

Looking at Dependencies

Co-reference Resolution 1 Quiz

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Lesson Content

Quiz time! – How well does your computer understand your tongue 😉

Sentence Segmentation

Applications of NLP

Sentence Similarity 1 Topic

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Assignment NLP

Introduction to computer vision 3 Topics

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How do humans perceive ?

How do Humans distinguish between different colors?

Color Spaces

Assignment NLP

Computer Vision

Getting started with Open CV 4 Topics

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Read and Display images

Change the color spaces of images

Basic Image Transformations

Image Resolution

Working with images in python

Convolution Operation on Images 2 Topics

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Edge Detection

Image Blur

Image Features 2 Topics | 1 Quiz

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Global Image features : Image Histogram

Local Image Features : SIFT feature Extraction

Quiz time! – Computer Vision Quiz 1

Types of Image Segmentation 3 Topics

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Instance Segmentation

Semantic Segmentation

Panoptic Segmentation

Image Segmentation

Image Segmentation using GMM 1 Topic

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Assignment Image Segmentation

Assignment: Image Segmentation

Object Detection and Image Classification

Object Detection using YOLO model 1 Topic

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Assignment Object Detection

Image Classification

Accessing your Web Camera using Python and open CV

Assignment: Object Detection

Realtime Video Stream using Python

Gesture Recognition

Capstone Project

Course + Live Sessions

Machine Learning with Python-Xpert

Description

Why Take This Online Programming Course?

What will Student Learn?

Course Content

Company

Skill Development Programs

Coding & Programming

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