Yukano

Yukano

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Text-to-SQL SLM: Finetuning Gemma 3 with QLoRA

program category Text-to-SQL SLM: Finetuning Gemma 3 with QLoRA

Complementary post for Project - Program: Text-to-SQL SLM (Small Language Model)
Traffic Collision Anticipation with Continuous Sliding Window Risk Prediction

program category Traffic Collision Anticipation with Continuous Sliding Window Risk Prediction

Complementary post for Project - Program: Computer Vision MAT3562E
Nexar Dashcam Crash Prediction Challenge - Overview and Baseline Notebook

code category Nexar Dashcam Crash Prediction Challenge - Overview and Baseline Notebook

Overview of the Nexar Dashcam Crash Prediction Challenge on Kaggle. Brief review of the baseline notebook
Automatic Knowledge Graph Construction with LLMs for Hybrid Retrieval and Chatbot Integration

paper category Automatic Knowledge Graph Construction with LLMs for Hybrid Retrieval and Chatbot Integration

Complementary post for Project - Paper: Research Methodology MAT1204
An Introduction to Automatic Knowledge Graph Construction

technical category An Introduction to Automatic Knowledge Graph Construction

Brief Recap of Autonomous Knowledge Graph Construction, from traditional methodologies in NLP to LLM application
Yuk's Blog: 2024-2025 Retrospective

web category Yuk's Blog: 2024-2025 Retrospective

Complementary post for Project - Website: Yuk's Personal Blog

Featured

technical category Drag-and-Drop LLMs: Breakthrough or Fluff in Finetuning?

A quick review of the paper: Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights - Liang et al., 2025
#paper-comprehension #lora #llm
02/07/2025 5 Min.

showcase category Text-to-SQL SLM: Finetuning Gemma 3 with QLoRA

Complementary post for Project - Program: Text-to-SQL SLM (Small Language Model)
#project #slm #qlora
27/06/2025 20 Min.

showcase category Traffic Collision Anticipation with Continuous Sliding Window Risk Prediction

Complementary post for Project - Program: Computer Vision MAT3562E
#project #computer-vision #deep-learning
31/05/2025 17 Min.

technical category CNN Technical Breakdown: EfficientNetB0

Technical details of EfficientNetB0 in EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks (Tan & Le., 2019)
#deep-learning #cnn
25/05/2025 41 Min.

code category Nexar Dashcam Crash Prediction Challenge - Overview and Baseline Notebook

Overview of the Nexar Dashcam Crash Prediction Challenge on Kaggle. Brief review of the baseline notebook
#computer-vision #kaggle
14/05/2025 6 Min.

showcase category Automatic Knowledge Graph Construction with LLMs for Hybrid Retrieval and Chatbot Integration

Complementary post for Project - Paper: Research Methodology MAT1204
#project #llm #knowledge-graph #yuk-lore
02/05/2025 20 Min.

technical category An Introduction to Automatic Knowledge Graph Construction

Brief Recap of Autonomous Knowledge Graph Construction, from traditional methodologies in NLP to LLM application
#knowledge-graph #llm
22/03/2025 11 Min.

technical category Paper Comprehension: Proposal for a Logic-Driven Framework for LLMs

Structured Knowledge meets GenAI: A Framework for Logic-Driven Language Models - Eldessouky et al., 2025
#paper-comprehension #llm
25/02/2025 6 Min.

post category Seamless Literature Management: Sync Zotero Across Devices with InfiniCLOUD WebDAV

A tutorial on creating a seamless workflow for a literature management system that syncs across devices through Zotero and InfiniCLOUD's WebDAV application
#resources #guide
03/02/2025 12 Min.

showcase category Yuk's Blog: 2024-2025 Retrospective

Complementary post for Project - Website: Yuk's Personal Blog
#project #blogging #webdev
24/01/2025 15 Min.

All posts? See Archive 🠊

dingus

Yuk (Yukano)

I'm an undergrad in Computer Science. Trying my best to move towards what I believe in. I like all things machine learning and AI, technical or philosophical. I'm always here if you want to reach out about anything.

Latest Updates

  • Looking for opportunities outside of school-internship, jobs, whatever fits 🏃‍♂️.
  • Added a bunch of new projects and their complementary post 👨‍💻.
  • New quick review for a recent paper 📃.

Work in Progress

  • Applying for a few internship 🏢.
  • Interested in learning Chinese/Japanese Seriously 🌎.
PROJECTS
Text-to-SQL SLM: Finetuning Gemma 3 with QLoRA

program category Program: Text-to-SQL SLM

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Traffic Collision Anticipation with Continuous Sliding Window Risk Prediction

program category Program: Com. Vision MAT3562E

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Automatic Knowledge Graph Construction with LLMs for Hybrid Retrieval and Chatbot Integration

paper category Paper: ResearchM. MAT1204

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Yuk's Blog: 2024-2025 Retrospective

web category Website: Yuk's Personal Blog

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Ứng dụng các phương pháp học máy trong chủ đề đánh giá sức khỏe tâm lý

paper category Báo cáo: Học máy MAT3533

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Program: MNIST Workshop

program category Program: MNIST Workshop

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Program: Gomoku Bot

program category Program: Gomoku Bot

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Program: Chess Game

program category Program: Chess Game

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