PrototypeAI and Machine Learning
Arabidopsis Stress Protein Predictor
A machine-learning project exploring protein-sequence representations and stress-related protein prediction.
Pythonscikit-learnESM2Streamlit
Open case study →NtiriLab platform
Projects
A research and innovation portfolio that distinguishes evidence, prototypes, active development and exploratory concepts.
ResearchBiology and Research
Comparative PTS1 and PTS2 Proteome Analysis
A comparative bioinformatics workflow for predicted peroxisomal targeting signals and orthology relationships across plant and algal proteomes.
ROrthologyUniProtSequence analysis
Open case study →Active DevelopmentData Science
Data Science and AI Companion Repository
A structured learning repository containing notebooks, scripts, datasets, model cards and reproducible project resources.
PythonJupyterSQLGitHub
Open case study →Active DevelopmentResearch Automation
AI-Assisted Research Workflows
Reusable systems for literature analysis, scientific writing, research planning, meetings and professional documentation.
ChatGPTClaudePythonStructured prompting
Open case study →Active DevelopmentPublishing Systems
Publishing and Book-Production Workflows
Structured systems for manuscript development, editing, print formatting, cover preparation and educational content creation.
Microsoft WordPDF preflightKDPEditorial systems
Open case study →Exploratory ConceptResponsible Entrepreneurship
Protein and AI Innovation Concepts
Early-stage exploration of protein-based agricultural technologies and AI-supported decision systems.
Protein scienceAgronomyAI decision supportValidation interviews
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