Supervised Machine Learning With Python By Spotle.ai
This course by industry and academic leaders gives you complete coverage of supervised machine learning techniques.
Machine Learning,Data Science and AI ML,Python,Artificial Intelligence
Lectures -45
Duration -4 hours
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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:
- The principle of supervised and unsupervised learning and their difference.
- 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.
- 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
- 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.Â
- How to choose the right set of algorithms to solve your problem statement.
Prerequisites
- Basic knowledge of Statistics and Python programming language will be a plus.
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Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction
3 Lectures
-
Introduction 01:21 01:21
-
Recap - Introduction To Machine Learning 06:13 06:13
-
Recap - Supervised Machine Learning 04:57 04:57
Setting up Python Environment
4 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Recap - NumPy Library
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Recap - Data Manipulation With Pandas Library
5 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Recap - Data Visualization With Python
3 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Linear Regression With Python
5 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Logistic Regression With Python
5 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Complete Decision Tree With Python
9 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Regression Tree With Python
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Naïve Bayes Classifier And KNN With Python
5 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Discriminant Analysis With A Case Study
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Instructor Details
![Spotle Learn](https://www.tutorialspoint.com/assets/profiles/381096/profile/200_782238-1632854100.png)
Spotle Learn
Spotle Learn provides career ready courses in Artificial Intelligence, Data Science, Programming, Cloud Computing, IoT, Blockchain, AR and VR, Astronomy and Astrophysics and other in-demand skill areas. We have trained and certified over 100,000 people. Students from 2500 college campuses and leading corporates learn on Spotle to meet their career goals.
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