Data Science Project: MATLAB for the Real World

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Level Professional
المدة 13 ساعات hours
الطبع بواسطة MathWorks
Offered by

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Like most subjects, practice makes perfect in Data Science. In the capstone project, you will apply the skills learned across courses in the Practical Data Science with MATLAB specialization to explore, process, analyze, and model data. You will choose your own pathway to answer key questions with the provided data. To complete the project, you must have mastery of the skills covered in other courses in the specialization. The project will test your ability to import and explore your data, prepare the data for analysis, train a predictive model, evaluate and improve your model, and communicate your results.

الوحدات

Introduction to the Capstone Project

3 Videos

3 Readings

Show info about module content

3 Videos

Practical Data Science with MATLAB
Instructor Introduction
Introduction to the Capstone Project

3 Readings

Overview of the Capstone Project
Access MATLAB
Data and Code Files

Preprocessing the Dataset

1 Videos

1 Readings

1 Assignment

Show info about module content

1 Assignment

Exploring the Taxi Data by Region

1 Videos

Creating the Taxi Regions

1 Readings

Tasks for Creating the Taxi Regions

Explore and Prepare the Data

1 Videos

2 Readings

1 Discussion

1 Assignment

Show info about module content

1 Assignment

Exploring the Grouped Summary Table

1 Discussions

What does your initial analysis tell you?

1 Videos

Preparing Your Dataset

2 Readings

Tasks for Exploring and Cleaning the Taxi Data
Tasks for Creating the Grouped Summary Table

Engineer a Response Variable: Demand for Taxis

1 Videos

2 Readings

1 Assignment

Show info about module content

1 Assignment

Exploring the Demand for Taxis

1 Videos

Introduction to Module 2

2 Readings

Your Tasks for the Module
Create the Response Variable

Create and Evaluate Features

1 Readings

1 Discussion

1 Assignment

Show info about module content

1 Assignment

Which Features are Important?

1 Discussions

What other features might help?

1 Readings

Creating and Evaluating Features

Create and Evaluate Your Model

1 Videos

1 Readings

1 Discussion

1 Assignment

Show info about module content

1 Assignment

How Does Your Model Perform?

1 Discussions

What choices did you make and why?

1 Videos

Introduction to Module 3

1 Readings

Your Modeling Tasks

Analyze Your Results

1 Videos

2 Readings

1 PeerReview

Show info about module content

1 Peer Review

Your Analysis of Taxi Demand

1 Videos

Preparing for Your Final Report

2 Readings

Your Analysis Tasks
Data Science Report Requirements

Communicating with Data

2 Videos

2 Readings

1 Discussion

1 Plugin

Show info about module content

1 Discussions

How do you plan to apply data science?

2 Videos

Storytelling in Data Science
Conclusion of Practical Data Science with MATLAB

2 Readings

Introduction to Module 4
Share Your Results

Auto Summary

"Data Science Project: MATLAB for the Real World" is an advanced course by Coursera focusing on practical data science skills in MATLAB. Ideal for professionals, you'll explore, analyze, and model data, applying techniques from the Practical Data Science with MATLAB specialization. The course spans 780 minutes and offers Starter and Professional subscription options. Perfect for learners ready to master real-world data science challenges.