Complete Machine Learning In Python With Projects By Spotle.ai
Learn and apply all the machine learning techniques that will make your Data Science skillset complete. Learn hands-on with many examples and projects from the industry and academic leaders.
Machine Learning,Artificial Intelligence,Data Analysis,Data Science and AI ML,Python
Lectures -59
Duration -6 hours
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Course Description
Machine learning, Data Science and Python have become key industry drivers in the global job and opportunity market. This course, designed and delivered by the industry experts and Ivy League academic leaders, will help you learn 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, Random Forest, Discriminant Analysis, Support Vector Machines, Naïve Bayes Classifier, KNN, Cluster Analysis, K-means clustering, Hierarchical clustering, Factor Analysis with lots of real life examples using Python programming language.
3. How to choose the right set of algorithms to solve your problem statement.
Goals
At the end of this course you will learn,
- The principle of supervised and unsupervised learning and their difference.
- Reinforcement learning as a BONUS.
- Regression models such as Linear Regression and Ridge Regression
- Classification models such as Decision Tree, Regression Tree, Random Forest, Logistic Regression, Discriminant Analysis, Support Vector Machines, Naïve Bayes Classifier, KNN.
- Cluster Analysis such as K-means clustering, Hierarchical clustering.
- Factor Analysis and Structural Equation Modelling as BONUS.
- How to choose the right set of algorithms and applying them in real-life projects in Python.
- Lots of real life problem solving using Python programming language.
Prerequisites
You are all set to start now if you just have a computer or a mobile handset with an internet connection.
Basic knowledge of Python will be a plus. Basic understanding of Statistics will be a plus.
![Complete Machine Learning In Python With Projects By Spotle.ai Complete Machine Learning In Python With Projects By Spotle.ai](https://d3mxt5v3yxgcsr.cloudfront.net/courses/5809/course_5809_image.jpg)
Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction
6 Lectures
-
Introduction 01:21 01:21
-
Supervised Machine Learning 04:57 04:57
-
Unsupervised Machine Learning 05:22 05:22
-
Difference Between Supervised And Unsupervised Machine Learning 02:38 02:38
-
Semi-supervised Machine Learning 03:40 03:40
-
BONUS - Reinforcement Learning 06:54 06:54
Installing Python
5 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
10 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)
Random Forest With Python
4 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Discriminant Analysis With A Case Study
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Support Vector Machines With Python
4 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Ridge Regression
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
K-means Clustering With Python
3 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Hierarchical Clustering With Case Studies
3 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
BONUS - Understanding Factor Analysis
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
BONUS - Understanding Structural Equation Modelling
1 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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