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/// RESEARCH FOCUS

Five Areas. One Lab.

Deep specialization across the full AI stack — from data to deployment.

Agri AI
// 01 · AGRI & FOOD TECH

AI Products in Agriculture & Food

From seed selection to supply-chain logistics — we build AI that understands the specific constraints of Indian agriculture. Every model is validated on real farm data, not just academic benchmarks.

Crop Disease Detection

Computer vision models identifying 40+ crop diseases from smartphone images with 94% accuracy.

Yield Prediction

Multi-modal models combining weather, soil, and satellite data for pre-harvest estimates.

Pest Identification

Real-time pest recognition with treatment recommendations in Tamil, Hindi and English.

Supply-Chain AI

Optimizing logistics, demand forecasting and cold-chain for perishable produce.

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Data analytics
// 02 · DATA ANALYSIS

Data Analysis & Predictive Modeling

Raw data rarely tells a clean story. We specialize in extracting signal from noise — through statistical rigor, time-series methods and causal inference that survive production pressures.

Core Capabilities

  • Time-series forecasting with uncertainty quantification
  • Bayesian hierarchical models for sparse data
  • Causal inference using DAGs and instrumental variables
  • A/B testing design and analysis at scale
  • Anomaly detection for operational monitoring
  • Survival analysis for retention and churn modeling
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Deep learning
// 03 · ML & DEEP LEARNING

Machine Learning & Deep Learning Solutions

State-of-the-art models, engineered for the messy reality of production. CNNs for vision, transformers for language, reinforcement learning for control — all wrapped in MLOps discipline.

Computer Vision

Object detection, segmentation, OCR and multi-camera tracking at the edge.

NLP & LLMs

Fine-tuned language models, RAG systems, and multilingual speech-to-text.

MLOps Pipelines

End-to-end: data versioning, training orchestration, model registry, continuous retraining.

Edge Deployment

Model compression, quantization and deployment on Jetson, Coral and mobile devices.

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Smart farming
// 04 · SMART AGRICULTURE

Smart Farming Automation

IoT sensors + AI inference = farms that run themselves. We combine ground sensors, drone imagery and satellite feeds into a single decision engine that handles irrigation, fertilization and harvest timing.

Smart Farm Toolkit

  • Soil moisture & nutrient sensor networks with LoRa / NB-IoT
  • Drone-based multispectral imagery for crop health monitoring
  • AI-driven irrigation scheduling optimizing yield + water use
  • Weather-aware spray recommendations reducing pesticide use 30-45%
  • Harvest timing predictions based on maturity curve models
  • Farmer-facing mobile app in Tamil, Hindi and English
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Research collaboration
// 05 · COLLABORATION

Research Collaboration & Innovation

Good research happens at the intersection of disciplines. We actively collaborate with universities, government labs, NGOs and industry partners — sharing code, datasets and credit.

Co-Publications

Joint papers in IEEE, ACM, Springer and open-access journals.

Patents & IP

Jointly filed patents with shared IP arrangements tailored per partner.

Open Source

Select components released under permissive licenses for community use.

PhD Sponsorship

Co-supervised doctoral research with partner universities. 3 ongoing.

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