**Topics include: **

- Organizing and preprocessing data
- Clustering data
- Creating classification and regression models
- Interpreting and evaluating models
- Simplifying data sets
- Using ensembles to improve model performance

**Objective: **

- Bring data into MATLAB and organize it for analysis, including normalizing data and removing observations with missing values. Data types, Table, Categorical data, and Data preparation.
- Use unsupervised learning techniques to group observations based on a set of explanatory variables and discover natural patterns in a data set. Unsupervised learning, Clustering methods and Cluster evaluation and interpretation.
- Use supervised learning techniques to perform predictive modeling for classification problems. Evaluate the accuracy of a predictive model. Supervised learning, Training and validation and Classification methods
- Reduce the dimensionality of a data set. Improve and simplify machine learning models. Cross validation, Feature transformation, Feature selection and Ensemble learning.
- Use supervised learning techniques to perform predictive modeling for continuous response variables. Parametric regression methods, Nonparametric regression methods and Evaluation of regression models
- Create and train neural networks for clustering and predictive modeling. Adjust network architecture to improve performance. Clustering with Self-Organizing Maps, Classification with feed-forward networks and Regression with feed-forward networks

For more details about the course contents: click here

5out of 5ameer–good

ameer–4out of 5alsekawie–very good

alsekawie–5out of 5ShahdMusleh(verified owner)–Very helpful

ShahdMusleh–5out of 5Muhammed M–very good

Muhammed M–5out of 5almula1981@yahoo.com–very good

almula1981@yahoo.com–5out of 5bouchair sofiane–IT’S VERY IMPORTANT FOR STUDENT LIKE ME,good continuation

bouchair sofiane–5out of 5abd raouf–great

abd raouf–5out of 5karima–thanks a lot, it’s helpful

karima–4out of 5tooma–nice one

tooma–4out of 5amrhayyani86–good

amrhayyani86–4out of 5saif–Good

saif–4out of 5Bahaa Alddin Aladib–It’s good course for electric eng

thank you ^_^

Bahaa Alddin Aladib–3out of 5bahaa.al.aladib93@gmail.com–thank you so much ^_^

bahaa.al.aladib93@gmail.com–5out of 5asmaalaila–good

asmaalaila–2out of 5adeb–very good

adeb–5out of 5abdullah sy–good course

abdullah sy–