Projects

Showing 12 / 12 projects

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  Computer vision

  YOLO Object Detection in Practice

  Built a reusable object detection pipeline from annotation and augmentation to training, tuning and evaluation, with result visualisation.

  • yolo
  • opencv
  • dataset

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  Research

  Poverty Relapse Monitoring and Governance Model

  Built collection, cleaning and modelling workflows for social differentiation data, supporting classification, clustering and identification experiments.

  • classification
  • clustering
  • data-cleaning

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  LLM / NLP

  Medical Disease Knowledge Graph

  Extracted diseases, symptoms and relations from medical text; designed a graph schema to support retrieval and assisted diagnosis.

  • knowledge-graph
  • information-extraction
  • nlp

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  Data analytics

  Mobile Banking User Behavior Analytics

  Collected, cleaned and analysed mobile banking user behaviour data to provide explainable support for business decisions.

  • etl
  • cleaning
  • visualization

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  Data analytics

  Qingyang 'East Data, West Computing' Cost Analysis

  Analysed the cost structure of the Qingyang East Data West Computing project, built a cost estimation model and produced an input-output report.

  • cost-model
  • analysis
  • report

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  LLM / NLP

  Transformer / Llama Pre-training and Fine-tuning

  Completed Transformer and Llama pre-training, fine-tuning and evaluation experiments; compared runs and studied RAG workflows.

  • llm
  • finetune
  • rag

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  Computer vision

  Multimodal Medical Data and AI-Assisted Diagnosis

  Worked on preprocessing and feature extraction for medical images and text, building a multimodal pipeline for assisted diagnosis research.

  • multimodal
  • medical-imaging
  • feature-engineering

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  Embedded / edge

  Smart Home Lighting Control System

  Built a web-to-microcontroller lighting control link with switch state feedback, covering the full path from page actions to hardware response.

  • mcu
  • iot
  • web

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  Web engineering

  JavaWeb Personal Blog System

  Independently delivered requirements, database design, frontend/backend implementation and testing for a blog with publishing, search and comments.

  • java
  • mysql
  • backend

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  Infrastructure

  CUDA Parallel Computing and AI Operator Practice

  Implemented CUDA matrix multiplication and AI operator exercises; studied GPU thread hierarchy, memory levels and performance optimisation.

  • cuda
  • gpu
  • performance

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  Embedded / edge

  Verilog / SystemVerilog and FPGA Practice

  Studied Verilog/SystemVerilog and UVM verification, practised the FPGA flow and strengthened hardware engineering skills.

  • verilog
  • fpga
  • hdl

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  Data analytics

  Agri-bank Platform for Rural E-commerce

  Built an agricultural products and rural resource matching platform, covering collection, cleaning, matching and delivery.

  • platform
  • etl
  • analysis

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