MathWorks
Practical Data Science with MATLAB Specialization
MathWorks

Practical Data Science with MATLAB Specialization

Sam Jones
Isaac Bruss
Cris LaPierre

Instructors: Sam Jones

Sponsored by University of Michigan

27,109 already enrolled

Get in-depth knowledge of a subject
4.8

(915 reviews)

Beginner level

Recommended experience

2 months
at 4 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.8

(915 reviews)

Beginner level

Recommended experience

2 months
at 4 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Analyze large datasets & calculate statistics on specific groups in the data

  • Use interactive tools to investigate your data & remove noise and outliers

  • Create & evaluate machine learning models

  • Create reports & interactive documents to share your work

Details to know

Shareable certificate

Add to your LinkedIn profile

Taught in English

See how employees at top companies are mastering in-demand skills

Placeholder

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from MathWorks
Placeholder
Placeholder

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV

Share it on social media and in your performance review

Placeholder

Specialization - 4 course series

Exploratory Data Analysis with MATLAB

Course 116 hours4.8 (808 ratings)

What you'll learn

  • Import large tabular datasets & customize the import options for your application

  • Extract subsets of data & compute statistics on groups of related data

  • Create customized visualizations to highlight the most relevant results from your analysis

  • Use interactive tools to explore, analyze, & visual data with automated code generation for reproducing results

Skills you'll gain

Category: Matlab
Category: Data Analysis
Category: Data Science
Category: Statistics
Category: Statistical Analysis
Category: Probability & Statistics
Category: Correlation Analysis
Category: Data Visualization
Category: Data Import/Export
Category: Data Wrangling
Category: Data Manipulation
Category: Descriptive Statistics
Category: Applied Mathematics
Category: Data Presentation
Category: Exploratory Data Analysis
Category: Statistical Methods
Category: Analytics
Category: Statistical Visualization
Category: Plot (Graphics)
Category: Mathematics and Mathematical Modeling

Data Processing and Feature Engineering with MATLAB

Course 220 hours4.7 (341 ratings)

What you'll learn

  • Prepare data for further analysis by removing noise, identifying outliers, & merging data from multiple sources

  • Create and evaluate features for machine learning applications

  • Explore special techniques for handling textual, audio, & image data

  • Perform unsupervised machine learning

Skills you'll gain

Category: Applied Machine Learning
Category: Data Analysis
Category: Feature Engineering
Category: Data Science
Category: Data Wrangling
Category: Data Transformation
Category: Exploratory Data Analysis
Category: Data Processing
Category: Matlab
Category: Unstructured Data
Category: Statistics
Category: Data Manipulation
Category: Data Mining
Category: Anomaly Detection
Category: Advanced Analytics
Category: Data Engineering
Category: Data Validation
Category: Data Cleansing
Category: Dimensionality Reduction
Category: Data Quality

Predictive Modeling and Machine Learning with MATLAB

Course 318 hours4.8 (117 ratings)

What you'll learn

  • Apply a full machine learning workflow, from cleaning data to training & evaluating models using a real-world dataset

  • Use apps to quickly train many machine learning models to find the best approach for your application

  • Customize training using cost matrices to emphasize important classes

Skills you'll gain

Category: Predictive Modeling
Category: Predictive Analytics
Category: Statistical Modeling
Category: Machine Learning
Category: Applied Machine Learning
Category: Statistics
Category: Data Analysis
Category: Matlab
Category: Regression Analysis
Category: Analytics
Category: Machine Learning Algorithms
Category: Machine Learning Methods
Category: Mathematics and Mathematical Modeling
Category: Feature Engineering
Category: Statistical Machine Learning
Category: Applied Mathematics
Category: Machine Learning Software
Category: Advanced Analytics
Category: Supervised Learning
Category: Mathematical Modeling

Data Science Project: MATLAB for the Real World

Course 413 hours4.7 (25 ratings)

What you'll learn

  • Apply a full data science workflow, including importing & cleaning data, creating features, training machine learning models, & evaluating results

  • Effectively communicate results by identifying your target audience & creating meaningful visualizations

  • Create a final report that includes text, code, & visualizations to share with colleagues

Skills you'll gain

Category: Applied Machine Learning
Category: Exploratory Data Analysis
Category: Feature Engineering
Category: Data Science
Category: Machine Learning
Category: Statistics
Category: Data Analysis
Category: Advanced Analytics
Category: Predictive Analytics
Category: Predictive Modeling
Category: Data Presentation
Category: Interactive Data Visualization
Category: Dashboard
Category: Statistical Modeling
Category: Data Storytelling
Category: Mathematical Modeling
Category: Matlab
Category: Data Visualization
Category: Business Analytics
Category: Analytics

Instructors

Sam Jones
MathWorks
3 Courses33,489 learners

Offered by

MathWorks

Why people choose Coursera for their career

Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."
Placeholder

Open new doors with Coursera Plus

Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription

Advance your career with an online degree

Earn a degree from world-class universities - 100% online

Join over 3,400 global companies that choose Coursera for Business

Upskill your employees to excel in the digital economy