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Supervised Machine Learning With Python By Spotle.ai

person icon Spotle Learn

4.1

Supervised Machine Learning With Python By Spotle.ai

This course by industry and academic leaders gives you complete coverage of supervised machine learning techniques.

updated on icon Updated on Feb, 2024

language icon Language - English

person icon Spotle Learn

category icon Machine Learning,Data Science and AI ML,Python,Artificial Intelligence

Lectures -45

Duration -4 hours

4.1

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Course Description

Machine learning and Python have become key industry drivers in the global job and opportunity market. This Spotle.ai Masterclass, designed and delivered by the industry experts and Ivy League academic leaders, will help you learn supervised machine learning from scratch. You will learn the subject with lots of applications and coding using Python programming language in real life business scenarios. 

In this course you will learn:

  1. The principle of supervised and unsupervised learning and their difference.
  2. Linear Regression, Logistic Regression, Decision Tree, Regression Tree, Discriminant Analysis, Naïve Bayes Classifier, K-NN with lots of real life examples using Python programming language.
  3. How to choose the right set of algorithms to solve your problem statement.

We understand the value of your time. All Spotle.ai courses are compact and to the point. So that you can learn quickly and give more time to applications building. Get ready for the experiential learning.

Goals

What will you learn in this course:

  • The fundamentals of supervised and unsupervised learning and their differences.
  • Linear Regression and its applications.
  • Classification with Logistic Regression, Decision Tree, Discriminant Analysis, Naïve Bayes Classifier, and K-Nearest Neighbor.
  • A lots of real life applications using Python programming language. 
  • How to choose the right set of algorithms to solve your problem statement.

Prerequisites

What are the prerequisites for this course?

  • Basic knowledge of Statistics and Python programming language will be a plus.
Supervised Machine Learning With Python By Spotle.ai

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
3 Lectures
  • play icon Introduction 01:21 01:21
  • play icon Recap - Introduction To Machine Learning 06:13 06:13
  • play icon Recap - Supervised Machine Learning 04:57 04:57
Setting up Python Environment
4 Lectures
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Recap - NumPy Library
2 Lectures
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Recap - Data Manipulation With Pandas Library
5 Lectures
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Recap - Data Visualization With Python
3 Lectures
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Linear Regression With Python
5 Lectures
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Logistic Regression With Python
5 Lectures
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Complete Decision Tree With Python
9 Lectures
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Regression Tree With Python
2 Lectures
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Naïve Bayes Classifier And KNN With Python
5 Lectures
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Discriminant Analysis With A Case Study
2 Lectures
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Instructor Details

Spotle Learn

Spotle Learn

Be Career Ready
Spotle.ai is an AI-powered career platform where you get automatically matched with the relevant opportunities and skills for the advancement of your career. Targeted at the highly mobile millennial and Gen-Z population, Spotle.ai provides a dynamic and agile platform to discover skill and career choices matched to your career goals. Spotle.ai brings together a solid pool of cloud computing, machine learning and deep learning, data science, big data experts; The experts who have been building complex applications hands on. Spotle.ai courses are designed by the experts to keep you updated with the in-demand trends in the market. As you move on with the Spotle.ai courses, you learn from the experts who are passionate about new age technologies; who are keen on sharing their knowledge for the advancement of technology. Spotle.ai courses give you a unique opportunity to learn from and practice with the masters of the tech world.

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