CV
Evidence
Source-Preserved Test-Time Adaptation
Reproducible CIFAR-10-C robustness study comparing source-only, BN Adapt, Tent, UG-Tent, and source-mix variants. Source Mix Tent 0.75 reached 82.64% mean accuracy and reduced negative-transfer cases from 5 to 3.
PyTorch
TTA
CIFAR-10-C
Robustness
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VLM
Evidence
CLIP Robustness Under Shift
Zero-shot CLIP ViT-B/32 evaluation on CIFAR-10-C, CIFAR-100-C, and EuroSAT. The study tracks accuracy collapse, calibration error, confidence gap, entropy, and feature drift under corruption and domain shift.
CLIP
VLMs
ECE
Feature Drift
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🧪
★ Flagship
OpenEnv — SQL Migration Agent Benchmark
Adversarial evaluation suite for database-engineering AI agents with golden-database grading, live Mermaid ERDs, and 8 SQLite migration tasks.
Python
AI Agents
RL
SQLite
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🚀
Completed
AI-Dispatcher
Intelligent AI dispatch system for optimizing task allocation and resource management using multi-agent coordination.
Python
Multi-Agent
AI
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👁️
Completed
IRMDS — Real-Time Monitoring & Detection
Real-time anomaly detection system using computer vision and edge computing with YOLOv8 for intelligent monitoring on edge devices.
Python
YOLOv8
Edge AI
Computer Vision
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🗣️
Completed
Hinglish Text-to-Speech
Code-mixed Hinglish text-to-speech synthesis system, addressing the challenge of bilingual TTS for India's most common conversational language pattern.
NLP
Speech Synthesis
Hinglish
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⛏️
Completed
Multi-Agent Subsurface Decision Support
4 specialized agents (Petrophysical, Seismic, Risk/ESG) with auditable JSON artifacts for 100% reproducibility. RAG-based chat interface that cites sources.
Python
Multi-Agent
RAG
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💊
Completed
Pharma Commercial Analytics
Forecasting, segmentation & A/B testing on 600K+ pharma transactions across 57 drug categories. Linear/ridge regression, K-means clustering, Tableau/Power BI dashboards.
Python
R
SQL
Tableau
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📈
Completed
Reliance Stock Price Forecasting
Time-series forecasting study on NIFTY 50 data with gradient boosting, leakage-aware feature engineering checks, and 10+ market features including SMAs, RSI, log-returns, and rolling volatility.
Python
R
Finance
ML
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🏭
Completed
Cyclone Preheater Anomaly Detection
Industrial sensor analytics on 378K+ rows. 28 domain-informed features, Isolation Forest with temporal smoothing, Z-score root-cause analysis. Power BI dashboards.
Python
SQL
Power BI
Anomaly Detection
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🌊
Completed
AI-Powered Urban Flood Risk Prediction
Real-time flood prediction with 90% accuracy using geospatial data. Interactive flood maps, evacuation routes, and chatbot serving 40,000+ users.
Python
ML
NLP
GIS
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🎙️
Completed
Real-Time Multi-Speaker Transcription
85% speaker identification with Siamese networks + SVM. BERT-based embeddings achieving 90% transcription accuracy. Context-aware NLP for speaker turn detection.
Python
NLP
Speech
BERT
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📝
Completed
Text Summarization with Transformers
Rebuilt summarization benchmark with ROUGE/compression evaluation, batched HuggingFace inference scripts, Lead baseline, and a NumPy mini Transformer from scratch.
Python
Transformers
ROUGE
NLP
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🎯
Completed
Personalized Recommendation System
Boosted conversion rates by 20% and retention by 30%. Collaborative + Content-based Filtering with TensorFlow, handling 1M+ user interactions.
TensorFlow
Python
RecSys
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🎮
In Progress
Deep RL Game Agents
DQN + Actor-Critic from scratch. 87% win rate CartPole, 65% LunarLander across 50K episodes. Prioritized experience replay, adaptive learning rate scheduling.
Python
RL
DQN
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🔬
In Progress
Neural Pseudo-Random Number Generation
Hybrid Transformer-LSTM + RL for PRNG. Evaluated against NIST statistical test suites on 100M generated bits. Reward function based on entropy and unpredictability.
Python
RL
Transformers
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💰
Completed
Algolia MCP Financial Analyst
Financial analysis tool built for the Algolia MCP Challenge, leveraging AI for automated financial insights and recommendations.
Jupyter
Finance
AI
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🌍
Completed
Global Trade Network Visualization
Interactive visualization of global trade networks, revealing patterns and dependencies in international commerce through data-driven graphics.
Jupyter
Data Viz
Networks
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📊
Completed
Uncertainty & Robustness Study
Robustness study on physiological signals using uncertainty quantification and physics constraints. Explores neural network reliability in safety-critical domains.
Jupyter
Uncertainty
Physics-Informed
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