| 🥈 | 2nd Prize — IdeaThon | MedVerify: AI-powered Medical Certificate Fraud Detection | Presidency University · 2026 |
| 🌟 | Special Recognition — Social Impact | FusionX Hackathon | 2026 |
| 📄 | Research Accepted — ICDAI 2026 | Explainable ML for Employee Attrition Prediction | Int'l Conference · 2026 |
| 📄 | Research Accepted — CoMSYS 2026 | XAI Systems | Int'l Conference · 2026 |
#!/usr/bin/env python3
# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
class AkashMS:
name = "Akash M S"
role = "ML Engineer · Explainable AI Specialist · Full-Stack AI Builder"
university = "Presidency University, Bengaluru · B.Tech CSE — Data Science · 2026"
status = "🟢 Actively seeking Full-time roles in ML / Data Science / AI"
awards = [
"🥈 IdeaThon 2nd Prize → MedVerify (Medical AI Fraud Detection) · 2026",
"🌟 FusionX Special Recognition → Social Impact Category · 2026",
"📄 ICDAI 2026 Accepted → Explainable ML for HR Attrition",
"📄 CoMSYS 2026 Accepted → XAI Systems Research",
]
what_i_build = [
"🛡️ XAI systems where every prediction comes with a reason",
"🔍 Fraud & risk engines deployed in production (not just notebooks)",
"🤖 LLM-powered apps with real API integrations",
"📊 End-to-end ML pipelines: data → model → deploy → explain",
]
superpowers = {
"core" : ["Explainable AI (SHAP/LIME)", "Production ML", "LLM Engineering"],
"domains" : ["Fraud & Risk", "HR Analytics", "AgriTech AI", "Healthcare AI", "NLP"],
"mantra" : "A prediction without an explanation is just a confident guess.",
}
# ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━| # | Project | What It Solves | Stack | Live |
|---|---|---|---|---|
| 🥈 | MedVerify IdeaThon 2nd Prize |
Detects forged medical certificates using AI — built for a real institutional pain point | Gemini API JS AI |
→ |
| 📄 | Employee Attrition XAI ICDAI 2026 |
Tells HR not just who will quit — but exactly why, with SHAP-driven action plans | Random Forest SHAP Python |
→ |
| 🧠 | XAI Copilot | Explainable loan credit risk — SHAP decisions, bias detection & LLM copilot in one app | FastAPI React SHAP LLM |
→ |
| 🛡️ | Fraud Detection System | Cost-sensitive real-time fraud scoring — optimizes for business loss, not just accuracy | XGBoost SHAP FastAPI |
→ |
| 🔍 | SCAMGUARD AI | Detects fake job postings via NLP + ML with transparent risk scores & explainability | NLP scikit-learn Streamlit |
→ |
| 🎙️ | SpeechFlow | Production-grade live speech-to-text with real WebSocket architecture & sub-second latency | Groq Whisper WebSockets JS |
→ |
| 📋 | CollabBoard | Real-time multi-user Kanban with live sync, AI suggestions & full PostgreSQL backend | Node.js Socket.io PostgreSQL |
→ |
| 📊 | DecisionIQ BI | LLM + ML for forecasting, anomaly detection & business intelligence in one platform | LLM XGBoost Streamlit |
→ |
| 🌾 | KrishiAI / FarmVoice | Multilingual voice-powered crop advisory for Indian farmers using Claude API | Claude API NLP Voice |
→ |
| 🎯 | Recommendation Engine | Domain-agnostic, cold-start ready semantic recommender with full explainability | TF-IDF NLP Streamlit |
→ |
| 📈 | A/B Testing Analysis | Statistical evaluation of conversion uplift with hypothesis testing & confidence intervals | Python Statistics Jupyter |
→ |
Languages
ML / AI / XAI
LLM / APIs
Backend & Deploy
Data & Viz
╔══════════════════════════════════════════════════════════════════════╗
║ ║
║ "A prediction without explanation is just a confident guess." ║
║ ║
║ "I don't train models. I build systems that justify decisions." ║
║ ║
║ "Every dataset has a truth buried in it. ║
║ My job is to make the model prove it." ║
║ ║
╚══════════════════════════════════════════════════════════════════════╝
╔══════════════════════════════════════════════════════════════════════╗
║ ║
║ 🎯 Full-time · Data Science / ML Engineering / AI ║
║ ║
║ 📄 Research collaborations & open-source contributions ║
║ ║
║ 💡 Problems that need AI with accountability built in ║
║ ║
║ 🌍 Remote & on-site · Bengaluru and beyond ║
║ ║
║ ───────────────────────────────────────────────────────── ║
║ ║
║ Core domains: ║
║ Explainable AI · Fraud & Risk · NLP · LLM Engineering ║
║ Healthcare AI · AgriTech · HR Analytics ║
║ ║
╚══════════════════════════════════════════════════════════════════════╝
