InnovativeMLHub-2025

Curated, original ML projects for 2025: climate resilience, quantum-inspired optimization, privacy-preserving FL, multimodal IoT fusion, cultural heritage restoration, ethical recommenders, bioacoustics for urban biodiversity, green AutoML, and more.

Date: 2025-09-03

Overview

• 12 projects, each a self-contained folder.
• Minimal, readable code with personal comments and clear extension ideas.
• Public datasets only (Kaggle, Hugging Face, UCI, Copernicus, NOAA, PhysioNet, Europeana, etc.).
• Designed to run on CPU first; upgrade to GPU where relevant.

Quick start

git clone <YOUR_FORK_URL>.git InnovativeMLHub-2025
cd InnovativeMLHub-2025
python -m venv .venv && source .venv/bin/activate   # Windows: .venv\Scripts\activate
pip install -r requirements.txt
# then cd into any projectN-*/ and install its own requirements

Top-level dependencies

For utilities and example notebooks:

numpy
pandas
scikit-learn
torch
matplotlib
tqdm

Install per-project dependencies inside each folder as needed.

Project index (brief phrases only)

Folder	Title	Tech stack (short)
project1-urban-ai-farmer	Leaf+Sky: Urban Micro-Farm Co-Pilot	Torch, tabular+image fusion
project2-qinspired-traffic	Q-Green Signals	QUBO, simulated bifurcation
project3-fed-sleep-guardian	Sleep Guardian FL	FedAvg, DP-SGD (optional)
project4-heritage-restorer	Time-Ink	OCR-free transformers, inpainting
project5-gridwatch	GridWatch-BDG	Temporal forecasting, graphs-lite
project6-ocean-drift	DrifterDiff	Spatiotemporal diffusion (lite)
project7-ethical-recs	ConsentfulRec	MF/LightGCN-lite, constraints
project8-bioacoustics	CityBirds Whisper	Audio SSL-lite, multilabel
project9-edge-hazard	TinySmoke+Siren	TinyML-friendly features
project10-green-automl	Carbon-Aware AutoML	BO + emissions tracking
project11-swarm-routing	Ants+RL Courier	ACO × RL hybrid (lite)
project12-dp-synthetic	CivicSynth-DP	PATE-/DP-SGD-inspired GAN-lite

Repo layout

InnovativeMLHub-2025/
  README.md
  requirements.txt
  CONTRIBUTING.md
  utils/
    seed.py
    metrics.py
  project1-urban-ai-farmer/
  ...
  project12-dp-synthetic/