Supervised Machine Learning With Python By Spotle.ai
Choose the right set of algorithms to solve your problem statement
Development ,Data Science,Machine Learning
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 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 the Python programming language in real-life business scenarios.
In this course, you will learn:
- The principles 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 the 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 building applications. 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 Neighbour.
- A lot of real-life applications use the Python programming language.
- 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.
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
Recap - NumPy Library
2 Lectures
Recap - Data Manipulation With Pandas Library
5 Lectures
Recap - Data Visualization With Python
3 Lectures
Linear Regression With Python
5 Lectures
Logistic Regression With Python
5 Lectures
Complete Decision Tree With Python
9 Lectures
Regression Tree With Python
2 Lectures
Naïve Bayes Classifier And KNN With Python
5 Lectures
Discriminant Analysis With A Case Study
2 Lectures
Instructor Details
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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