IT Support for Research - Use Case Examples

current students

(Access by PolyU connect account)

A.) By Application

Healthcare and Medical Diagnosis

Readme

Source Code

Full Workshop Video

Automated Identification of Rapid Antigen Test (RAT) Results using Python

(Streamlining Analysis with Machine Learning)

#Deep Learning, #Supervised, #Python, #Image Recognition

Lesson 1

Lesson 2

Readme

Source Code

Full Workshop Video

Analysis the COVID-19 Situation in Hong Kong
(Analysis of the Pandemic using historical data)

#Python, #Result Prediction

Lesson 2

Time:

2:25:09 - 2:33:29

Result Prediction

Readme

Source Code

Full Workshop Video

Efficient Document Classification using Machine Learning

(Organizing and Analyzing Textual Data)

#Machine Learning, #Supervised, #R, #Text Analysis

Lesson 1

Readme

Source Code

Full Workshop Video

Empowering Precise Drug Classification through Machine Learning

(Enhancing Precision in Medication Categorization)

#Machine Learning, #Supervised, #R, #Categorical Outcome Prediction

Lesson 2

Time:

0:10:30

Readme

Source Code

Full Workshop Video

Predict Commodity Prices using Neural Networks

#Deep Learning, #Supervised, #Python, #Result Prediction

Lesson 1

Time:

Part 1:

0:14:20 to 0:37:20

Part 2:

0:57:38 to 1:26:00

Part 3:

1:54:34 to 2:16:00

Analysis the COVID-19 Situation in Hong Kong
(Analysis of the Pandemic using historical data)

#Python, #Result Prediction

Lesson 2

Time:

2:25:09 - 2:33:29

Product Recommendations

Readme

Source Code

Full Workshop Video

Build a Recommendation System with Python

#Deep Learning, #Supervised, #Python, #Product Recommendations

Lesson 1

Time:

Part 1:

0:08:00 to 0:28:30

Part 2:

0:59:00 to 1:19:00

Part 3:

1:37:00 to 1:58:00

Fraud Detection

Readme

Source Code

Full Workshop Video

Detect Credit Card Frauds using Neural Networks

#Deep Learning, #Supervised, #Python, #Fraud Detection

Lesson 1

Time:

Part 1:

0:08:05 to 0:28:02

Part 2:

0:55:34 to 1:24:00

Part 3:

1:50:36 to 2:10:00

Emotion Detection

Readme

Source Code

Full Workshop Video

Detect Emotions from User Feedbacks with Python NLP

#Deep Learning, #Supervised, #Python, #Emotion Detection

Lesson 1

Time:

Part 1:

0:13:20 to 0:35:00

Part 2:

1:06:00 to 1:27:00

Part 3:

1:52:00 to 2:17:56

Readme

Source Code

Full Workshop Video

Use Hugging Face API for Various Machine Learning Tasks

#Deep Learning, #Supervised, #Python

Lesson 1

Time:

Part 1:

0:13:00 to 0:37:00

Part 2:

0:58:00 to 1:21:00

Part 3:

1:41:00 to 2:05:00

B.) By Skills

Image Recognition

Readme

Source Code

Full Workshop Video

Accurate Image Classification of MNIST Dataset using TensorFlow

(Harnessing the Power of Machine Learning)

#Deep Learning, #SHPC, #Supervised, #Python, #Image Recognition

Lesson 1

Time:

1:43:45 to 1:55:21

Readme

Source Code

Full Workshop Video

Detect Guns in Images with Python and YOLO

#Deep Learning, #Supervised, #Python

Lesson 1

Time:

Part 1:

0:11:45 to 0:30:00

Part 2:

0:47:00 to 0:55:00

Part 3:

1:04:35 to 1:27:00

Image Generation

Readme

Source Code

Full Workshop Video

Generate Beautiful Images from Text using AI Model

#Deep Learning, #Supervised, #Python, #Image Generation

Lesson 1

Time:

Part 1:

0:12:39 to 0:28:00

Part 2:

0:54:00 to 1:15:00

Part 3:

2:07:00 to 2:12:00

Data Visualization

Readme

Source Code

Full Workshop Video

Visualizing Stroke Prediction Dataset through 3D Scatter Plot

(Insights into the Relationship between Variables)

#R, #Data visualization

Lesson 2

Time:

1:19:20 to 1:30:00

Readme

Source Code

Full Workshop Video

Visualizing the COVID-19 Situation in Hong Kong

(Understanding the Pandemic's Impact through Data Visualization)

#Python, #Data visualization

Lesson 1

Data collection

Readme

Source Code

Full Workshop Video

Collect Data from Web using Python

#Deep Learning, #Supervised, #Python, #Data Collection

Lesson 1

Time:

Part 1:

0:08:26 to 0:34:50

Part 2:

0:53:28 to 1:10:00

Part 3:

1:38:23 to 1:53:32