🗺️ Hikari's Portfolio

Welcome to my portfolio, where I provide an overview of my projects.

🗄️ Table of Contents

• DevOps & Data Engineering
• Web apps
• Mobile apps
• Machine Learning & Deep learning
• Analytics

DevOps & Data Engineering

Project Link	Completion Date	Tools	Project Description
📺 LocalVM Devops	30 Jul 2025		Set up the Virtual Machine both manual and automatic using Vagrant + VMWare.
🌊 Kafka sandbox	12 Sep 2023		Set up a Kafka sandbox 🧳 using Docker . Connect MySQL to MySQL, MySQL to HDFS, and perform simple streaming with a Python script.
💻 Terraform with GCP	10 Aug 2023		Use Terraform to deploy a static website 🖥️ on Google Cloud Storage.
📚 Audio book	21 July 2023		Build an automated data pipeline from MySQL and REST API to a 📈 dashboard using Apache Airflow on Google Cloud Platform (GCP).
🐘 Map-Reduce Assignment	May 2023		Calculating the average personal incomes using a Map-Reduce job on VirtualBox 🗳️ with Hadoop and PySpark .

Web apps

Project Link	Area	Project Description	Libraries
💬 Documents ChatBot		Tailored ChatGPT with information from your specific DOCUMENTS.
💬 PDF-Bot by ChatGPT ( demo )		Tailored ChatGPT with information from your specific PDF.
💰 BITCOIN real-time price prediction		Bitcoin real time prediction using SNARIMA by riverml and Binance API
🖼️ Image Classification without Deep Learning		Developing a user-friendly machine learning application using Plotly Dash in Python, designed for non-coders.
🐣 Front-end web design		basic Front-end webdesign for CS50x2025 class.	none

Mobile apps

Project Link	Area	Project Description	Libraries
🛍️ Demo shopping app		Showcases of my third mobile application development which users can shopping, filtering, searching, adding products to the cart and more.	none
🍃 Weather app		Showcases of my second mobile application development which users can observe daily weather from now to the next 3 forecasts.	none
📱 My first mobile app		Showcases of my first mobile application development.	none

Machine Learning & Deep learning (AI)

Project Link	Area	Project Description	Libraries
The list below is an integration of many skills with machine learning & deep learning (AI)
💬 Documents ChatBot		Tailored ChatGPT with information from your specific DOCUMENTS.
💬 PDF-Bot by ChatGPT ( demo )		Tailored ChatGPT with information from your specific PDF.
💰 BITCOIN real-time price prediction		Bitcoin real time prediction using SNARIMA by riverml and Binance API
🖼️ Image Classification without Deep Learning		Developing a user-friendly machine learning application using Plotly Dash in Python, designed for non-coders.
The list below is a pure machine learning or deep learning experiments
💵 Thai money image Classification		Thai money image classification using MobileNet V1 model for CNN with some optimization & GradCam to investigate the correctness of the model.
🔍 Customer Segmentation		Define customer from raw data using python.
🛍️ Product Recommendation		Performing product recommendation 🎫 from raw data using Collaborative Filtering ( item-item ).
🔥 Firewall Classification		The development of a machine learning algorithm to classify firewall actions.
🏘️ Real estate price prediction.		Training real estate price prediction model.

Analytics

Project Link	Area of Analysis	Project Description	Libraries
👋 Customer Churn Score		Define customer churn 🏃 from raw data (Tesco Lotus Supermarket) using python.
🏭 Retail Analytics		Transforming the database of a retailer specializing in scale models of classic cars.	none
👨‍👩‍👧‍👦 WH Report Analysis.		The World Happiness Report 2022 Analysis.

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