Diploma in Internet of Things (IoT): Module 5: Machine learning for IoT Data
10009895
HKPC Building 78 Tat Chee Avenue Kowloon
2020-07-27
Ms LAM, Tel: 2788 5800
ecinfo@hkpc.org
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Module 5 aims at elaborating the intelligence gathered by the sensing data through IoT sensors and platforms – with a focus on different applicable and useful machine learning models to build smarter applications

Course content:

27 July 2020 (Day 1)

Introduction
  • Growth of IoT
  • Smart Data
Computing Framework
  • Fog Computing
  • Edge Computing
  • Cloud Computing
  • Distributed Computing
Use Case
  • Smart Energy
  • Smart Mobility
  • Smart Citizen
  • Urban Planning
  • Smart City Data Characteristics
Classification
  • K-nearest Neighbors
  • Naive Bayes
  • Support Vector Machine
Regression
  • Linear Regression
  • Support Vector Regression
28 July 2020 (Day 2)

Combining Models
  • Classification and Regression Trees
  • Random Forests
  • Bagging
Clustering
  • K-means
  • Density-based Spatial Clustering
Feature Extraction
  • Principal Component Analysis
  • Canonical Correlation Analysis
  • Neural Network

Time Series and Sequential DataAnomaly Detection

  • One-class Support Vector Machine
Future Trends
  • IoT Data Characteristics
  • IoT Applications
  • IoT Data Analytics Algorithms

Duration

Date : 27-28 July, 2020 (Mon & Tue)
Time: 09:30 – 17:00

Award of Diploma

To attain the Diploma Certificate, participants are required to fulfil 75 attendance for all modules, i.e. module 1-5 and passing the assessment
Award of Certificate of Attendance
Attendance in single Modules of 75% of class period or able will be awarded a Certificate of Attendance issued by the Hong Kong
Productivity Council.

Course Fee

HK$1,600** (Original Price : HK$4,800)
Remarks**
RTTP Training Grant Application
Companies should submit their RTTP training grant application for their employee(s) via https://rttp.vtc.edu.hk/rttp/loginat least two weeks before
course commencement. Alternatively, application form could be submitted by email to rttp@vtc.edu.hk along with supporting documents.

Prerequisites

It is highly recommended that participants possess basic programming knowledge (Python).

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