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LinTzuTang/README.md

Hi there 👋, I'm Tzu-Tang Lin (林子棠)


Typing SVG

👤 About Me

AI × Bioinformatics Researcher & Developer
📍 Based in Taiwan / US
⏳ With 7+ years of cross-disciplinary R&D experience

export INTERESTS="Bioinformatics, Data Science, AI Drug Discovery, Machine Learning, Genetic Analysis, Precision Medicine"

BioinformaticsData ScienceAI Drug DiscoveryMachine LearningGenetic AnalysisPrecision Medicine

Motivated to tap into the potential of AI and data science to reveal game-changing capabilities that accelerate the advancement of precision medicine and maximally benefit public health.

💻 Tech Stack & Tools

Programming, Data & AI

Development & Environment

🔗 Quick Links


Website

LinkedIn

CV.pdf

💼 Professional Experience

Research Assistant — University of Florida – Dept. of Medicinal Chemistry (2024–2025)

→ 💊 AI Drug Discovery
→ 🔗 RNA–Ligand Binding Affinity Prediction

Research Assistant — Virginia Tech – Dept. of Computer Science (2023–2024)

→ 🧬 Metagenomics Analysis
→ 🦠 Pathogen Genomics Prediction

Data Scientist — Cathay Financial Holdings Co., Ltd. – Data Science R&D Lab (2022–2023)

→ 💹 FinTech
→ 🏥 Electronic Health Record (EHR) Modeling & Analysis

Bioinformatics Engineer — Academia Sinica – Institute of Information Science (2017–2023)

→ 🧫 AI for Antimicrobial Peptide Design
→ 🧬 Human & Fish Genome-Wide Association Study (GWAS)

🧭 What's Next

💡 Seeking AI/ML roles in drug discovery and precision medicine
🤝 Open to collaborations in AI × Biomedicine / Bioinformatics
🚀 Keen to join startups or research teams at the forefront of biotech innovation
🌍 Available for global opportunities, both remote and on-site


📊 Google Scholar Statistics

Google Scholar

  • 📄 Total Publications: 7 (6 first-authored)
  • 📈 Total Citations: 227
  • 🧠 h-index: 6
  • 🏅 i10-index: 6
    Last updated: 2025-12-24

📊 Github Statistics


🔬 Research Projects

Title Code Paper year
Cross-Domain Multimodal Contrastive Learning for RNA-Ligand Binding Affinity Prediction GitHub report 2024
Intelligent de novo design of novel antimicrobial peptides against antibiotic-resistant bacteria strains GitHub link 2023
Peptide-based drug predictions for cancer therapy using deep learning GitHub link 2022
AI4AVP: an antiviral peptides predictor in deep learning approach with generative adversarial network data augmentation GitHub link 2022
AI4AMP: an antimicrobial peptide predictor using physicochemical property-based encoding method and deep learning GitHub link 2021

🛠️ Side Projects & Tool Development & Code Notes

🧬 RNA & Molecular

Title Code Year
RNA Structure & Ligand Analysis Toolkit GitHub 2024
GIGN RNA–Ligand Binding Affinity Prediction GitHub 2024
Inference RLaffinity for RNA-Ligand binding affinity prediction GitHub 2024
DeepCoy for generating decoy molecules GitHub 2024
Inference Rnamigo2 for Molecular Screening GitHub 2024
RNA3DB for RNA Structure filtering and Clustering GitHub 2024
RMalign for RNA Structure filtering and Clustering GitHub 2024
PDBbind Nucleic acid-Ligand Dataset Processing GitHub 2024
RNA3DB Structure Data Processing and Pocket Extraction GitHub 2024
Hariboss RNA-Small Molecules Structures Dataset Processing GitHub 2024

🧪 Peptides & Proteins

Title Code Year
Antimicrobial Peptides Sequence Data Analysis GitHub 2024
AI4AFP: an antifungal peptide predictor using Doc2Vec GitHub 2022
Small Peptides Hemolysis predictor GitHub 2022
Protein Bert for Surfaceome Prediction GitHub 2022
VLP-GAN: a GAN model generates variable-length functional peptides GitHub 2021
PC6 Protein Encoding Method GitHub 2021

🧬 Genomics

Title Code Year
Pathogenicity of DNA Sequences Predictor GitHub 2024
Metagenomic Analysis Code Notes GitHub 2023
TW2 hear lossing model training by SNPs GitHub 2022
Taiwan BioBank GWAS GitHub 2022
Obesity Predictor using Taiwan BioBank SNPs GitHub 2021

🏥 EHRs & Tabular ML

Title Code Year
Using FT Transformer for Sepsis Prediction GitHub 2023
Synthetic Data Module for Tabular Data GitHub 2023

📚 Workshops, Notes & Utilities

Title Code Year
Cheminformatics Hands-on GitHub 2024
RFdiffusion Protein Design Pipeline GitHub 2024
CGH Data Science Workshop GitHub 2023
Docker Notes and Practices GitHub 2023
Resnet & Bi-LSTM model for testing GitHub 2022

Pinned Loading

  1. AI4AMP_predictor AI4AMP_predictor Public

    Jupyter Notebook 8

  2. PC6-protein-encoding-method PC6-protein-encoding-method Public

    Python 4 1

  3. peptide_GAN peptide_GAN Public

    VLP-GAN: a deep learning model generates variable-length peptides with functional properties

    Python 2

  4. patho_predictor patho_predictor Public

    Jupyter Notebook

  5. tabular_data_modeling tabular_data_modeling Public

    Jupyter Notebook

  6. rna_tools rna_tools Public

    Python