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diabetes-prediction-machine-learning-classification-

Have applied three classification algorithms (Logistic Regression, Decision Tree, and KNN) to predict whether a female aged above 21 has diabetes based on information such as blood pressure, BMI, age, etc. Data Enginnering and Feature Engineering were performed to evaluate the impact on modelling results.

e-commerce-shopping-cart-asp.net-mvc

Language C#, Framework ASP.NET, Database MS SQL. Built a game online store with functions Login/Logout, Sign up, Products Gallery, Add Products to Cart, Search Product, View Cart, Purchase History, Payment, Pagination by adopting front-end techniques html/css/javascript and back-end techniques dependency injection, session, authentication, etc.

fruits-image-recognition-deep-learning-cnn

Impelement CNN to recognize the four classes: apples, bananas, oranges and a mix of fruits. Investigate the impact of number of Conv2D Layers, Kernel Size, Dropout Rate, Batch Size and number of Epochs on Accuracy and Loss.

ibm_data-science-professional-certificate

Python, Databases and SQL, Data Analysis, Data Visualization, Machine Learning, Applied Data Science Capstone

isssa52

SA 52 Class Codes, Workshop Codes and Case Study

jam_project

JAM is a system which combines functions of subscribing/unsubscribing, watching videos, listening to music, uploading posts and an online shop to provide artists with a source of income and satisfy fans’ desire of being closer with artists during covid uncertainty

memory-guessing-game

opening-a-chinese-restaurant-in-singapore-machine-learning-clustering

Have applied K-Means Clustering algorithm to explore neighborhoods of Singapore to help potential stakeholders select optimal locations to open a Chinese restaurant. Foursquare API and Folium package were applied when exploring the planning areas of Singapore

spring-data-jpa-course

system-analysis-and-design-for-an-online-game-application

Explore the system in terms of Use Case, Analysis model(sequence diagram, class diagram), Design Model(statechart diagram) and Data Model(ERD, data dictionary).

system-analysis-and-design-for-getfreshfood-supermarket

Implement comprehensive IT solutions to help automate the operation of the supermarket. Conduct interviews to gather User Requirement and Perform User Requirement Specifications including Personas, journey map, user stories, system use case model, functional requirement, Non-functional Requirement, system architecture, system performance requirements, security requirements, reliability requirements, etc.

userdemo