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Machine Learning with Python

Machine Learning with Python

This is the bite size course to learn Python Programming for Machine Learning and Statistical Learning. In CRISP DM data mining process, machine learning is at the modeling and evaluation stage.

Overview

About this Course
This is the bite size course to learn Python Programming for Machine Learning and Statistical Learning. In CRISP DM data mining process, machine learning is at the modeling and evaluation stage.

You will need to know some Python programming, and you can learn Python programming from my "Create Your Calculator: Learn Python Programming Basics Fast" course. You will learn Python Programming for machine learning and you will be able to train your own prediction models with naive bayes, decision tree, knn, neural network, linear regression, and evaluate your models very soon after learning the course.

I will create Applied statistics using Python for data understanding stage and advanced data visualizations for data understanding stage and includes some data processing for data preparation stage in future.

Basic knowledge
Computer Knowledge
Basic coding knowledge

Course Information

Computer Knowledge
Basic coding knowledge

Content

Getting Started
Getting Started 2
Getting Started 3
Getting Started 4
Data Mining Process
Download Data set
Read Data set
Simple Linear Regression
Build Linear Regression Modela: Train and Test set
Build and Predict Linear Regression Models
KMeans Clustering
KMeans Clustering in Python
Agglomeration Clustering
Agglomeration Clustering in Python
Decision Tree ID3 ALgorithm
Decision Tree in Python
KNN Classification
KNN in Python
Naive Bayes Classification
Naive Bayes in Python
Neural Network Classification
Neural Network in Python
What Algorithm to Use?
Model Evaluation
Model Evaluation using Python for Classification
Model Evaluation using Python for Regression

Anyone who wants to learn about data and analytics
Data Engineers
Analysts
Architects
Software Engineers
IT operations
Technical managers

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Course Specifications

Plan your future in engineering with courses including MSc Engineering Management.

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Adult education is the non-credential activity of gaining skills and improved education. 

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Online education is electronically supported learning that relies on the Internet for teacher/student interaction. 

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A short course is a learning programme that gives you combined content or specific skills training in a short period of time. Short courses often lean towards the more practical side of things and have less theory than a university course – this gives you a more hands-on experience within your field of interest.

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Course duration is 24 hours.

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