課程信息
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中級

中級

完成時間(小時)

完成時間大約為12 小時

建議:8 hours/week...
可選語言

英語(English)

字幕:英語(English)...
100% online

100% online

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
中級

中級

完成時間(小時)

完成時間大約為12 小時

建議:8 hours/week...
可選語言

英語(English)

字幕:英語(English)...

教學大綱 - 您將從這門課程中學到什麼

1
完成時間(小時)
完成時間為 10 小時

Project Planning and Staffing

In this module I share with you my experience in product planning, staffing and execution. You will perform a product tear down and build a bill of materials (BOM) for that product. ...
Reading
12 個視頻(共 112 分鐘), 1 個閱讀材料, 2 個測驗
Video12 個視頻
Segment 1 - Learning Outcomes, Introduction to a Design Process12分鐘
Segment 2 - Requirements, Scope, Schedule, Resources, Heap Chart15分鐘
Segment 3 - Roles and Responsibilities6分鐘
Segment 4 - Process: Architecture Definition, Design Planning13分鐘
Segment 5 - Process: Architecture Definition, Design Planning 218分鐘
Segment 6 - Process: Develop9分鐘
Segment 7 - Process: Verification11分鐘
Segment 8 - Process: Manufacture2分鐘
Segment 9 - Process: Deploy10分鐘
Segment 10 - Process: Validation6分鐘
Segment 11 - Temperature5分鐘
Reading1 個閱讀材料
Project Planning and Machine Learning Course Slides10分鐘
Quiz1 個練習
Quiz 110分鐘
2
完成時間(小時)
完成時間為 2 小時

Sensors and File Systems

In this module you will learn about sensors, and in this case, a temperature sensor. You will learn how to calibrate and then validate that a temperature sensor is producing accurate results. We will study how data is stored on hard drives and solid state drives. We will take a brief look at file systems used to store large data sets....
Reading
16 個視頻(共 103 分鐘), 1 個測驗
Video16 個視頻
Segment 1 - Learning Outcomes, Introduction to Thermistors3分鐘
Segment 2 - Terminology: Resolution, Precision, Accuracy, Tolerance6分鐘
Segment 3 - Basic Sensor Circuit5分鐘
Segment 4 - Accuracy Example2分鐘
Segment 5 - Calculating Rtherm2分鐘
Segment 6 - Validating Calibration5分鐘
Segment 7 - Filtering Techniques11分鐘
Segment 8 - Block, Object and Key-Value Storage Devices15分鐘
Segment 9 - Filesystem Basics3分鐘
Segment 10 - A File on a Hard Drive5分鐘
Segment 11 - A File on a Solid State Drive8分鐘
Segment 12 - File System: NFS4分鐘
Segment 13 - How Big is "Big"?8分鐘
Segment 14 - Traditional File System Bottlenecks3分鐘
Segment 15 - Parallel Distributed File Systems: Hadoop, Lustre13分鐘
Quiz1 個練習
Quiz 218分鐘
3
完成時間(小時)
完成時間為 3 小時

Machine Learning

In this module we look at machine learning, what it is and how it works. We take a look at a couple supervised learning algorithms and 1 unsupervised learning algorithm. No coding is required of you. Instead I provide working source code to you so you can play around with these algorithms. I wrap up by providing some examples of how ML can be used in the IIoT space....
Reading
22 個視頻(共 132 分鐘), 1 個閱讀材料, 1 個測驗
Video22 個視頻
Segment 1 - Learning Outcomes1分鐘
Segment 2 - AI Backgrounder6分鐘
Segment 3 - Machine Learning, What is it?6分鐘
Segment 4 - Machine Learning Schools of Thought9分鐘
Segment 5 - Get the Tools3分鐘
Segment 6 - Categories of Machine Learning5分鐘
Segment 7 - Supervised Learning, Linear Regression 17分鐘
Segment 8 - Supervised Leraning, Linear Regression 29分鐘
Segment 9 - Supervised Learning, Linear Regression 38分鐘
Segment 10 - Supervised Learning, Linear Regression 49分鐘
Segment 11 - Supervised Learning, Bayes Theorem4分鐘
Segment 12 - Supervised Learning, Naive Bayes9分鐘
Segment 13 - Supervised Learning, Support Vector Machines (SVM) Introduction分鐘
Segment 14 - Supervised Learning, SVMs12分鐘
Segment 15 - Unsupervised Learning, K-Means11分鐘
Segment 16 - Reinforcement Learning分鐘
Segment 17 - Supervised Learning, Deep Learning2分鐘
Segment 18 - Rick Rashid, Natural Language Processing8分鐘
Segment 19 - Deep Learning, Hearing Aid2分鐘
Segment 20 - Machine Learning in IIoT4分鐘
Segment 21 - Machine Learning Summary4分鐘
Reading1 個閱讀材料
Source code examples and magazine articles10分鐘
Quiz1 個練習
Quiz 322分鐘
4
完成時間(小時)
完成時間為 3 小時

Big Data Analytics

In this module you will learn about big data and why we want to study it. You will learn about issues that can arise with a data set and the importance of properly preparing data prior to a ML exercise....
Reading
19 個視頻(共 119 分鐘), 1 個閱讀材料, 1 個測驗
Video19 個視頻
Segment 1 - Learning Outcomes, Definition of Big Data3分鐘
Segment 2 - Importance of Big Data, Characteristics of Big Data4分鐘
Segment 3 - Size of Big Data4分鐘
Segment 4 - Introduction to Predictive Analytics2分鐘
Segment 5 - Role of Statistics and Data Mining3分鐘
Segment 6 - Machine Learning, Generalization and Discrimination7分鐘
Segment 7 - Frameworks, Testing and Validating5分鐘
Segment 8 - Bias and Variance in your Data3分鐘
Segment 9 - Out-of-sample Data and Learning Curves5分鐘
Segment 10 - Cross Validation5分鐘
Segment 11 - Model Complexity, Over- and Under-fitting3分鐘
Segment 12 - Processing Your Data Prior to Machine Learning8分鐘
Segment 13 - Good Data, Smart Data6分鐘
Segment 14 - Visualizing Your Data1分鐘
Segment 15 - Principal Component Analysis (PCA)2分鐘
Segment 16 - Prognostic Health Management, Hadoop Machine Learning Library11分鐘
Segment 17 - My Example: Predicting NFL Football Winners18分鐘
Segment 18 - Tom Bradicich, Hewlett Packard's Viewpoint on Big Data20分鐘
Reading1 個閱讀材料
Source code example10分鐘
Quiz1 個練習
Quiz 426分鐘

講師

Avatar

David Sluiter

Professor Adjunct
Electrical, Computer, and Energy Engineering

關於 University of Colorado Boulder

CU-Boulder is a dynamic community of scholars and learners on one of the most spectacular college campuses in the country. As one of 34 U.S. public institutions in the prestigious Association of American Universities (AAU), we have a proud tradition of academic excellence, with five Nobel laureates and more than 50 members of prestigious academic academies....

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