Welcome to my GitHub page!
My name is Titus and I'm a data scientist from Singapore 
🏫 I’ve a Masters degree in Artificial Intelligence 👨🎓 but I'm forever playing catch-up with the rapidly developing field of data science 🤣. Nonetheless, those nights spent learning the fundamentals of AI (computer vision, natural language processing, recommender systems, machine learning, machine learning engineering, etc) were very memorable!
🤖 I genuinely enjoy building LLM applications (agents, agentic RAG systems, etc.) and basically live on the Llamaindex / Langchain / Chainlit / Autogen / CrewAI's documentation pages!
✍️ I author and publish medium articles on generative AI frameworks for fun! I've published 33 articles so far!
🦾 I'm also a citizen RPA developer. UiPath is awesome!
🌱 I’m hoping to learn more about:
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Full stack development to become a more complete developer - coding is so fun 👨💻!
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Data engineering - Developing robust data pipelines 🛠️!
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Quantum Computing - I believe it's the future and it's coming sooner than we think! ⚛
🚀 Check out my personal webpage! |
| Category | Tools |
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| ☁️ Platforms |
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| 🖼️ Frontend |
 
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| 🛠️ Backend |
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| ⛁ Databases |
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| 🤖 AI Frameworks |
 
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| 🧮 Optimization / Modeling |
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| 🧰 DevOps & MLOps |
 
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| 🖥️ Infrastructure & Monitoring |
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| 🧱 Data Engineering |
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| ⚙️ Automation |
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| 📡 IoT |
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| 📊 Business Intelligence |
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| 🎁 Projects | 📝 Summary | ⭐ Domains | 🛠️ Tools |
| The Margin Call | LLMs for investing - technical analysis, fundamental analysis, AutoRAG, online research and AutoML to forecast stock prices |
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| A Gentle Introduction to the LLM Multiverse | The GitHub repository used for all Medium articles introducing LLM frameworks |
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| You Only Edit Once | Using object detection models to trim and beautify diving videos - feel free to try it out! |
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| A Song for Singapore | Using LSTM, GRU, Seq2Seq models and GPT-2 to write lyrics, melody, harmony and sing out Singapore's next national day song! |
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| The Coffee Recommender System | Using deep learning and collaborative filtering to develop Singapore's coffee recommendation system. |
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| AI Backdoor Catcher | Using neural cleansing, neural attention distillation and other advanced methods to identify backdoors embedded in AI models | |
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| Face Mask Classification | This was an attempt at developing and quantizing image classification models for deployment to edge device through GCP to support the government's COVID-19 face mask detection enforcement measures. |
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| Skimlit | The aim of this project is to make chunky abstracts/summaries appear skimmable,and follows the experiments (and data) by the paper: [PubMed 200k RCT: a Dataset for Sequenctial Sentence Classification in Medical Abstracts](https://arxiv.org/abs/1710.06071). |
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| FoodVision-Tensorflow | This project is a personal project to develop a computer vision classification model for food images. |
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| Improving NYC 311 Efficiency | Forecasting closure duration of 311 complaints to support NYC agencies in case prioritization |
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| The IoT Liquid Pipeline Monitoring System | Developing an entire proof-of-concept for IoT-driven pipelines using Arduino, SQL and Python. |
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