mindmap
root((Repositories))
π Books
Programming_for_Business
Machine_Learning_For_Business
π Production & Education Tools
instantgrade
Jupyterbook_with_lite_template
resume_website
π€ Core Research & AI Frameworks
brain-ai (BMMA)
hybrid-feature-selection
financial-variable-generation
π Literature-Automation (Next Gen)
LitSynth
βοΈ Helper & Dev Templates
python-project-template
πΈ Student Projects Hub
student-ml-projects (planned)
| Repository | Description |
|---|---|
| Programming_for_Business | Code + exercises bridging business operations and Python automation. |
| Machine_Learning_For_Business | Applied ML techniques geared toward business decision intelligence. |
| Project | Summary |
|---|---|
| brain-ai (BMMA) | A multimodal AutoML framework orchestrating feature-fusion, model search, and adaptive evaluation across heterogeneous data β ideal for research and production. |
| hybrid-feature-selection | Hybrid subset selection + importance ranking for explainable ML pipelines. Combines statistical and model-based methods for robust feature curation. |
| financial-variable-generation | Automated computation of financial ratios and technical indicators from company data and stock history β useful for quantitative finance and analytics pipelines. |
| Project | Summary |
|---|---|
| instantgrade | Automated evaluation framework for Python notebooks and Excel assignments β supports education workflows, grading, and feedback generation. |
| Jupyterbook_with_lite_template | A unified template combining JupyterLite & JupyterBook with inline interpreter + Google Colab launchers β ideal for sharing tutorials, books, or interactive content. |
| website | Personal portfolio & academic website repository. |
| Template | Purpose |
|---|---|
| python-project-template | Minimal, opinionated Python starter: structure + tooling to begin new projects cleanly. |
| resume_website | Personal resume/website generator built with modern UI (TypeScript), for quick online presence setup. |
| Project | Status | Description |
|---|---|---|
| LitSynth | π Will supersede systematic-reviewpy | RAG + agentic flows for literature triage, synthesis, and citation-graph intelligence β aiming to streamline research workflows and knowledge synthesis. |
| Repository | Description |
|---|---|
| student-ml-projects (planned) | New repository for student ML submissions and project assignments, replacing legacy MachineLearningProjects. |
| Area | Invitation |
|---|---|
| π¬ Multimodal AutoML | Contribute new modality adapters or evaluation hooks to brain-ai. |
| π§ Explainability & Feature Engineering | Extend hybrid-feature-selection with new heuristics or domain-specific logic. |
| π Literature Automation | Help design prompts & citation-graph embeddings for LitSynth. |
| π Educational Content & Books | Propose business-case examples or contribute chapters to the book repos. |
| π Templates & Starters | Suggest workflow improvements for python-project-template or resume_website. |
| π§βπ Student Projects Hub | Mentor or organize contributions for the upcoming student-ml-projects. |
βThe best way to predict the future is to build it β but let's make sure it's a future where technology serves humanity and the planet.β
Building the future, one commit at a time ππ±

