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Projects_

AXL · Hackathons · Research · Engineering

NILM energy monitoring project team at the Inter IISER-NISER-CEBS Entrepreneurial Summit VIEW PROJECT PHOTO ↗
ENERGY · MACHINE LEARNING · IOT

NILM Energy Monitor

Appliance-level energy disaggregation with anomaly detection, load prediction and a connected smart-plug system.

RANDOM FORESTLSTMMQTTFASTAPI
🥉 3rd Prize · Inter IISER–NISER–CEBS Entrepreneurial Summit
Energy · ML · IoT
NILM-Based Smart Energy Monitoring System

Developed a Non-Intrusive Load Monitoring (NILM) framework for appliance-level energy disaggregation. Built ML pipeline including Random Forest anomaly detection and LSTM-based load prediction. Designed smart plug architecture integrating sensing hardware, MQTT communication, and FastAPI backend.

Random ForestLSTMMQTTFastAPI
TRACEWASTE Eco Champion Hackathon second-place award at IIT Hyderabad VIEW AWARD PHOTO ↗
SUSTAINABILITY · POLICY · TRACEABILITY

TRACEWASTE

Proof-based waste tracking using QR-linked batch records, geotagging and timestamped verification.

QR VERIFICATIONGEOTAGGINGPOLICY ANALYSIS
🥈 2nd Prize · Eco Champion Hackathon · IIT Hyderabad
Policy · Sustainability · Systems
TRACEWASTE — Proof-Based Waste Traceability

Verification-first framework for post-collection waste accountability. Formalized traceability using QR-linked batch proofs, geotagging, and timestamped verification logs. Conducted literature and policy analysis to identify verification gaps in waste management systems.

QR VerificationGeotaggingPolicy Analysis
Hack Beyond Limits certificate awarding Milind Sahu fifth place VIEW AWARD CERTIFICATE ↗
ENERGY SYSTEMS · SOLO PROJECT

EcoFusion

Optical sensing for appliance-level energy monitoring, with time-series analysis and cost analytics.

OPTICAL SENSINGTIME-SERIESRANK 5
Energy · Sensing · Solo
EcoFusion — Optical Energy Monitoring System

Optical sensing-based system for appliance-level energy inference. Modeled consumption behavior using time-series patterns and cost analytics. Competed solo under the AXL identity — EcoFusion Energy Analytics. Ranked 5th out of 1000+ participants.

Optical SensingTime-SeriesSolo
SYSTEMS · TELEMETRY · OPTIMIZATION

Hybrid EV

OBD-II telemetry and hybrid mode-switching strategies to improve energy recovery and fuel efficiency.

OBD-IITELEMETRYTOP 100*
Certificates document CodeSynthesis participation and rounds; they do not verify the Top 100 result.
Systems · Optimization · ML
Hybrid Electric Vehicle Optimization

Built OBD-II telemetry pipelines for hybrid efficiency analysis. Designed rule-based hybrid mode switching strategies to maximize energy recovery and minimize fuel consumption. Top 100 among 4000+ teams.

OBD-IITelemetryOptimization

The Hack Beyond Limits certificate confirms EcoFusion's fifth-place award, and EcoCraft names Team ECOFUSION. Other event certificates are listed separately and are not presented as proof of project awards unless they identify them.

Hack Beyond Limits certificate confirming fifth place
Award · Fifth place

EcoFusion · Hack Beyond Limits

Confirms the Rank 5 award shown on the EcoFusion project.

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EcoCraft certificate naming Team ECOFUSION
Participation · IIT Kanpur

EcoFusion · EcoCraft

The certificate names Team ECOFUSION and identifies IIT Kanpur's EcoCraft challenge.

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Other certificates

These are included in the certificate collection, but their contents do not explicitly match a project or award above.

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Real Analysis
Linear Algebra
Probability Theory
Convex Optimization
Stochastic Processes
Gaussian Process Theory
KKT / Lagrangian Duality
Optimal Transport
Monotone Comparative Statics
GNNs (HGT / GraphSAGE)
Denoising Diffusion (DDPM)
Survival Analysis
LSTM
Random Forest
Time-Series Analysis
Python
C++
PyTorch
PyTorch Geometric
geomloss
scikit-learn
FastAPI
Firebase
Streamlit
React
ESP32 / Arduino
Docker
Git
LaTeX