IT Support for Research - Previous Workshops

Machine Learning & Deep Learning

Date	Workshop	Materials & Recording
09 Jan 23	Web scraping with Python	Materials Lesson1
16 Jan 23	Predict Diabetes Cases with Neural Networks	Materials Lesson1
17 Jan 23	Netflix Recommendation Engine with Python	Materials Lesson1
31 Jan - 07 Feb 23	Machine Learning with Orange I: Supervised Learning	Materials Lesson1 Lesson2
06 Feb 23	Frauds Detection in Credit Card with Neural Networks	Materials Lesson1
13 Feb 23	Emotion Detection in Text with Python NLP	Materials Lesson1
17 - 24 Feb 23	Machine Learning with Orange II: More about Supervised Learning and Unsupervised Learning	Materials Lesson1 Lesson2
20 Feb 23	Commodity Prices Prediction with Neural Networks	Materials Lesson1
28 Feb - 07 Mar 23	Machine Learning with Orange III: Text mining and Time Series	Materials Lesson1 Lesson2
06 Mar 23	Object Detection with Python and YOLO	Materials Lesson1
13 Mar 23	The "Hello World!” of Reinforcement Learning	Materials Lesson1
15 -22 Mar 23	Rapid Antigen Test (RAT) result identification with Python	Materials Lesson1 Lesson2
20 Mar 23	Text to Image Generation with Neural Networks	Materials Lesson1
09 Jun 23	Exploration of AI Community Platform - Hugging Face	Materials Lesson1
27 Jun 23	Real life example using R with Machine Learning	Materials Lesson1
06 Oct 23	(Deep Learning Series) Deep Learning Frameworks – Basic Deep Learning with Pytorch	Materials Lesson1
11 Oct 23	Real life example using R programming language on Machine Learning application	Materials Lesson1
20 Oct 23	(Deep Learning Series) Computer Vision – Object Detection with Yolo & Roboflow	Materials Lesson1
25 Oct-8 Nov 23	(Machine Learning Series) A Hands-On Introduction to Supervised Learning with Python	Materials Lesson1 Lesson2 Lesson3
03 Nov 23	(Deep Learning Series) Natural Language Processing – Sentiment Analysis with Hugging Face Transformers	Materials Lesson1
17 Nov 23	(Deep Learning Series) Digital Signal Processing – Text to Speech Generation with Coqui TTS	Materials Lesson1
15-29 Nov 23	(Machine Learning Series) A Hands-On Introduction to Unsupervised Learning with Python	Materials Lesson1 Lesson2 Lesson3
19 Feb 24	(Deep Learning Series) Deep Reinforcement Learning – Mastering Game Strategies with Gymnasium	Materials Lesson1
4 Mar 24	(Deep Learning Series) Recommendation System – Movies Recommendation with TensorFlow Recommenders	Materials Lesson1
18 Mar 24	(Deep Learning Series) Time Series Analysis – Future Timestamps Forecasting with Darts	Materials Lesson1
25 Mar 24	(Deep Learning Series) Generative AI – Text to Image Generation with Stable Diffusion Finetuning	Materials Lesson1
5 Apr 24	Real-Life Data Analytics Extracting Meaningful Insights for Business	Materials Lesson1

Student HPC Platform

Date	Workshop	Materials & Recording
26 Jul 23	Leverage web GUI interface for research application development with GPU on Student HPC Platform	Materials Lesson1
15 Sep 23	Student HPC Platform (Batch mode job submission)	Materials Lesson1
25 Sep 23	Leverage web GUI interface for research application development with GPU on Student HPC Platform	Materials Lesson1
20 Feb 24	Practical workshop for Machine Learning of using the Student HPC Platform	Materials Lesson1
27 Feb 24	Practical workshop for Deep Learning of using the Student HPC Platform	Materials Lesson1

Gitlab Service

Date	Workshop	Materials & Recording
5 Oct 23	Gitlab service for research	Materials Lesson1

Python

Date	Workshop	Materials & Recording
21 - 28 Jun 22	Introduction to Python Programming for non-programmer I	Materials Lesson1 Lesson2
09 - 16 Aug 22	Introduction to Python programming for non-programmer II	Materials Lesson1 Lesson2
05 - 12 Oct 22	Data Analysis with Python	Materials Lesson1 Lesson2
13 Oct 22	Data Visualization with Python	Materials Lesson1
28 Oct 22	Guided Example -- Backtesting with Python	Materials Lesson1
09 Jan 23	Web scraping with Python	Materials Lesson1
16 Jan 23	Predict Diabetes Cases with Neural Networks	Materials Lesson1
17 Jan 23	Netflix Recommendation Engine with Python	Materials Lesson1
31 Jan - 07 Feb 23	Machine Learning with Orange I: Supervised Learning	Materials Lesson1 Lesson2
06 Feb 23	Frauds Detection in Credit Card with Neural Networks	Materials Lesson1
13 Feb 23	Emotion Detection in Text with Python NLP	Materials Lesson1
17 - 24 Feb 23	Machine Learning with Orange II: More about Supervised Learning and Unsupervised Learning	Materials Lesson1 Lesson2
20 Feb 23	Commodity Prices Prediction with Neural Networks	Materials Lesson1
28 Feb - 07 Mar 23	Machine Learning with Orange III: Text mining and Time Series	Materials Lesson1 Lesson2
06 Mar 23	Object Detection with Python and YOLO	Materials Lesson1
13 Mar 23	The "Hello World!” of Reinforcement Learning	Materials Lesson1
15 -22 Mar 23	Rapid Antigen Test (RAT) result identification with Python	Materials Lesson1 Lesson2
20 Mar 23	Text to Image Generation with Neural Networks	Materials Lesson1
09 Jun 23	Exploration of AI Community Platform - Hugging Face	Materials Lesson1
12-26 Sep 23	Python for Everyone: A ChatGPT-Assisted Learning Experience	Materials Lesson1 Lesson2 Lesson3
06 Oct 23	(Deep Learning Series) Deep Learning Frameworks – Basic Deep Learning with Pytorch	Materials Lesson1
23 - 30 Jan 24	Introduction to Database with Python	Materials Lesson1 Lesson2

R

Date	Workshop	Materials & Recording
16 - 30 Jun 22	Basic R for beginners	Materials Lesson1 Lesson2 Lesson3
09 - 16 Sep 22	Data Manipulation and Data Preparation with R	Materials Lesson1 Lesson2
23 - 30 Sep 22	Exploratory Data Analysis and Data Modeling with R	Materials Lesson1 Lesson2
07 - 14 Oct 22	Basic Data Visualization with R	Materials Lesson1 Lesson2
18 - 25 Oct 22	Interactive maps and 3D graphs with R	Materials Lesson1 Lesson2
02 - 09 Nov 22	Creating and publishing dashboard with R	Materials Lesson1 Lesson2
01 -08 Feb 23	Statistical Analysis with R	Materials Lesson1 Lesson2
16 Feb 23	Databases with R	Materials Lesson1
02 Mar 23	Web Scraping with R	Materials Lesson1
16 - 23 Mar 23	Basic Data Visualization with R (Evening)	Materials Lesson1 Lesson2
13-27 Sep 23	Basic R	Materials Lesson1 Lesson2
11 Oct 23	Real life example using R programming language on Machine Learning application	Materials Lesson1
22, 29 Feb 24	Basic Data visualization with R	Materials Lesson1 Lesson2
15 Mar 24	Database with R	Materials Lesson1
21, 28 Mar 24	Statistical analysis with R	Materials Lesson1 Lesson2

Bloackchain

Date	Workshop	Materials & Recording
10 Oct 23	(Blockchain Series) Blockchain 1: Understand Blockchain and Create a Simple Blockchain with Python	Materials Lesson1
27 Oct 23	(Blockchain Series) Blockchain2: Mint Your Own NFT and Trade It	Materials Lesson1
01 Feb 24	(Blockchain Series) Blockchain3: Build Your DAPP and Smart Contracts with Solidity	Materials Lesson1
05 Feb 24	(Blockchain Series) Blockchain4: Create your Own Crypto Tokens with ERC-20 Token Standards	Materials Lesson1
20, 27 Mar 24	(Blockchain Series) Blockchain5 : Build a Voting App with Private Blockchain Hyperledger Fabric and JavaScript	Materials Lesson1 Lesson2

JavaScript and Node.js

Date	Workshop	Materials & Recording
9 Nov-16 Nov	Introduction to JavaScript and Node.js	Materials Lesson1 Lesson2
21, 28 Feb 24	Build your Web App with JavaScript and React	Materials Lesson1 Lesson2
6, 13 Mar 24	Building your Mobile App with JavaScript and React Native	Materials Lesson1 Lesson2

Research Tools

Date	Workshop	Materials & Recording
11 Oct 22	OpenRefine	Materials Lesson1
18 Oct 22	Tableau	Materials Lesson1
	IoT	Lesson1
07 Sep 23	Beginner's Guide for Generative AI Tools - A Fun Exploration (Cantonese)	Materials Lesson1
11 Sep 23	The Rise of AI: A Hands-On Workshop for ChatGPT	Materials Lesson1
18 Oct 23	Generate Image from Text Using Stable Diffusion	Materials Lesson1
19 Jan 24	Beginner's Guide for Generative AI Tools - A Fun Exploration (English)	Materials Lesson1
22 Jan 24	Beginner's Guide for Generative AI Tools - A Fun Exploration (Putonghua)	Materials Lesson1
02 Feb 24	The Rise of AI: A Hands-On Workshop for ChatGPT	Materials Lesson1

Previous Workshops

(Access by PolyU connect account)

Machine Learning & Deep Learning

Student HPC Platform

Gitlab Service

Python

R

Bloackchain

JavaScript and Node.js

Research Tools