Project Pool

I cannot swim, but I survived the project pool

NLP Project

• Type corretion using Transformer & reinforcement learning (working on)
  • http://angocair.garg.ed.ac.uk/
• About the Data
  • Writing: Students are better than the teacher
• LLM (finetune llama)
• Prune_BERT

Computer Vision

• Footprints AutoCrop: code, slides, app
• Counterfeit Image Detection Project (CNN + AutoEncoder - 97%)
• Art vs History Image Style Transfer (Hackathon): code, demo

Cambridge Univeristy Samarajiwa's Lab - WebPage

Projects

I'd like to open source everything but sometimes I cannot :(

• ISGverse
  • Information Theroy, Bayesian Optimisation, List Similarity
  • app (sslab:123456ss)
• COBRA: an excellent TF targets hunter
  • Docs - take cobra home
  • Success: DBSCAN, Test Statistic (with mean and variance unknow), BO, GMM
  • Failed: Bayesian Model, AutoEncoder, FsNet
• FROGS
  • Linear Model
• IFNscape
  • Deep Learning, Integer Programming, Word2Vec, GNN
• ChIPseq-pipeline (Docker, bpipe, MACS2, MACS3)
• Automation (GitHub Action)
• R/Shiny: template

Teaching

• CRUK Bioinformatics Summer School 2021 (Docker): school, slides1, slides2
• CompBio MPhil RegulatoryGenomics Practical 2021 (Docker): code

Machine Learning & Data Science

Some of them are naive, but they are the learning paths I have gone through XD

• Machine Learning for Automated Vulnerability Detection in Source Code (Inductive Logic Programming, code representation, AST, adjacency matrix, CNN, Word2Vec, Node2Vec, Graph2Vec): code, Review & Proposal, slides, report
• Google Summer of Code - OWASP-Seraphimdroid (SVM, LSTM, AutoEncoder): code, report, paper
• Coursework
  • Abnormal Traffic Prediction (KNN, KMeans, Random Forest): code, report
  • Decision Trees and Unbalanced Data Sets - An Investigation (SMOTE): code, report
  • Topic Modelling with Password (topic model): code, report
  • What is a Neural Network (tensorboard): code, report
  • Machine Learning Gaussian Process: report
  • Machine Learning Image: report

Other

• Complex Networks (What a Small World): code, slides
• Bitcoin & Blockchain + implementation: code, slides
• Leetcode Typing: code, demo, typeracer
• SVGmerge Template (automation): code

TODO

• NestTimetable: code
• Self-Driving Implementation
• PyTorch Implementation (footwear marks project)