In this course, you will build on the skills learned in Exploratory Data Analysis with MATLAB and Data Processing and Feature Engineering with MATLAB to increase your ability to harness the power of MATLAB to analyze data relevant to the work you do.
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課程信息
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100% 在線
立即開始，按照自己的計劃學習。
第 3 門課程（共 4 門）
可靈活調整截止日期
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中級
完成時間大約為17 小時
英語（English）
字幕：英語（English）
您將獲得的技能
Machine LearningMatlabPredictive Modelling
可分享的證書
完成後獲得證書
100% 在線
立即開始，按照自己的計劃學習。
第 3 門課程（共 4 門）
可靈活調整截止日期
根據您的日程表重置截止日期。
中級
完成時間大約為17 小時
英語（English）
字幕：英語（English）
提供方
MathWorks
Accelerating the pace of discovery, innovation, development, and learning in engineering and science.
教學大綱 - 您將從這門課程中學到什麼
完成時間為 5 小時
Creating Regression Models
In this module you'll apply the skills gained from the first two courses in the specialization on a new dataset. You'll be introduced to the Supervised Machine Learning Workflow and learn key terms. You'll end the module by creating and evaluating regression machine learning models.
完成時間為 5 小時
11 個視頻 （總計 73 分鐘）, 7 個閱讀材料, 7 個測驗
11 個視頻
Instructor Introduction2分鐘
Introduction to Supervised Machine Learning4分鐘
Introduction to the Taxi Data7分鐘
Creating and Cleaning Features8分鐘
Introduction to Regression8分鐘
Using the Regression Learner App10分鐘
Customizing Model Parameters9分鐘
Evaluating Regression Models6分鐘
Evaluate Your Model in MATLAB9分鐘
Summary of Regression1分鐘
7 個閱讀材料
Download and Install MATLAB15分鐘
Data and Code Files15分鐘
Supervised Machine Learning Reference10分鐘
Introduction to Module 15分鐘
Variables in the Taxi Data10分鐘
Summary of Regression Models15分鐘
Regression Metrics10分鐘
3 個練習
Feature Engineering Review12分鐘
Train a Regression Model30分鐘
Apply the Regression Workflow45分鐘
完成時間為 4 小時
Creating Classification Models
In this module you'll learn the basics of classification models. You'll train several types of classification models and evaluation the results.
完成時間為 4 小時
6 個視頻 （總計 45 分鐘）, 6 個閱讀材料, 2 個測驗
6 個視頻
Using the Classification Learner App7分鐘
Evaluating Classification Models11分鐘
Evaluating Classification Models in MATLAB5分鐘
Training a Multiclass Model7分鐘
Summary of Classification1分鐘
6 個閱讀材料
Introduction to Module 25分鐘
Summary of Classification Models15分鐘
Binary Classification Metrics Reference20分鐘
Evaluate and Customize Classification Models30分鐘
Multiclass Classification Metrics Reference20分鐘
Customizing Multiclass Models30分鐘
2 個練習
Train a Classification Model30分鐘
Apply The Classification Workflow50分鐘
完成時間為 8 小時
Applying the Supervised Machine Learning Workflow
In this module you'll apply the complete supervised machine learning workflow. You'll use validation data inform model creation. You'll apply different feature selection techniques to reduce model complexity. You'll create ensemble models and optimize hyperparameters. At the end of the module, you'll apply these concepts to a final project.
完成時間為 8 小時
9 個視頻 （總計 49 分鐘）, 5 個閱讀材料, 3 個測驗
9 個視頻
Using Validation Data During Training3分鐘
Embedded Methods for Feature Selection7分鐘
Using Regularization to Prevent Overfitting6分鐘
Introduction to Ensemble Models3分鐘
Training Ensemble Models3分鐘
Introduction to Hyperparameters5分鐘
Optimizing Hyperparameters8分鐘
Summary of Module 32分鐘
5 個閱讀材料
Introduction to Module 310分鐘
Examining Bias Variance Trade-off15分鐘
Practice Partitioning Data30分鐘
Using Wrapper Methods to Select Features40分鐘
Introduction to the Course Project10分鐘
2 個練習
Practice Reducing Model Complexity30分鐘
Applying Ensemble Models30分鐘
審閱
來自PREDICTIVE MODELING AND MACHINE LEARNING WITH MATLAB的熱門評論
由 SS 提供2020年9月13日
Extremely helpful and interesting course. The basic concepts and further learnings are well addressed by the instructors.\n\nHighly recommended course for Machine Learning.
由 AM 提供2020年11月6日
Outstanding course with real practical study case and easy to understand approach to build ML models and deploy it for production for end-user. Good job MathWorks.
由 AH 提供2020年9月10日
Very practical, but still high-level view to manage such projects. Testing was sufficient to test a full understanding. Thanks, I learnt a lot.
由 JD 提供2020年10月25日
Great Course and very helpful. Good to be able to put hands on real data and exercises.
關於 Practical Data Science with MATLAB 專項課程
Do you find yourself in an industry or field that increasingly uses data to answer questions? Are you working with an overwhelming amount of data and need to make sense of it? Do you want to avoid becoming a full-time software developer or statistician to do meaningful tasks with your data?
常見問題
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我订阅此专项课程后会得到什么？
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