AI/ML Engineer · Full-Stack SDE
Third-year CSE (AI & ML) student at Ramaiah Institute of Technology. I build graph-learning research and full-stack, multi-agent systems, with 20+ hackathons and 85+ public repositories behind me.
Research co-authorIEEE Computer Society · NDPI drug repurposing paper in preparation
Open-source contributorOpen pull requests: Kubeflow SDK, Hugging Face Transformers
ML InternFlyRank AI · Search-ranking ML · Jul – Aug 2026
9.32CGPA out of 10
2,600+GitHub contributions
85+public repositories
20+hackathons
GNN drug repurposing
Heterogeneous Graph Transformer link prediction
mukulprasad958@gmail.com
Send a message →Junior core founding member of the first AWS Cloud Club in Karnataka. I helped establish the AWS Cloud Club at Ramaiah Institute of Technology in April 2025.
I'm a third-year B.E. student in Computer Science and Engineering (AI & ML) at Ramaiah Institute of Technology, Bengaluru. My work sits between research and systems engineering. As a Research Intern with the IEEE Computer Society I build graph-learning pipelines for drug repurposing; at FlyRank AI I worked on search-ranking machine learning; and across more than 20 hackathons I have designed and shipped systems for health, agriculture, regulation, public safety, space operations and cybersecurity.
What ties it together is an interest in AI that institutions can trust and people can actually use: explainable outputs, deterministic rules around learned models, and attention to who benefits, like the WHO-based equity score in my drug-repurposing framework and the farmer-facing advisory in KisaanMitra. I also mentor open-source contributors through GirlScript Summer of Code and help run student tech communities of 3,500+ members.
XAI for fetal brain ultrasound: an explainability pipeline for ultrasound classification using Grad-CAM, SHAP and LIME, with auditable reports for clinical review. The repository is private.
| Role | Organisation | Detail | Since |
|---|---|---|---|
| Community Lead | MSRIT '28 and '29 student communities | 3,500+ active members | Ongoing |
| Junior Core Founding Member | AWS Cloud Club, Ramaiah Institute of Technology | Helped establish the first AWS Cloud Club in Karnataka | Apr 2025 |
| Technical Core and Hack Organiser | DeepStation Bangalore (Google for Developers community) | AI workshops and events | Feb 2026 |
| Core Tech Member | Quantum Cluster, RIT (QpiAI industry MoU) | Quantum computing algorithms | Feb 2026 |
| Webmaster | IEEE Computational Intelligence Society, IEEE RIT-B | Web infrastructure and portals | Mar 2026 |
| Core Developer | Developer Student Club, RIT (formerly GDG) | Technical projects and events | Mar 2026 |
| Technical Core | E-Cell MSRIT | Platforms for entrepreneurship events | May 2026 |
| Certification | Issuer |
|---|---|
| AWS Cloud Practitioner Essentials | Amazon Web Services |
| AWS Fundamentals of AI and ML | Amazon Web Services |
| IBM India Impact Generative AI Program | IBM, with IISc Bengaluru |
| AI Fluency: Framework and Foundations | Anthropic |
Technology for social impact · Quantum computing · Chess · Football
Search-ranking machine learning.
Selected as one of 135 mentors nationally.
Built graph-learning pipelines for drug repurposing.
Leading the MSRIT '28 and '29 student communities (3,500+ active members), plus founding and core roles across AWS Cloud Club, Quantum Cluster, IEEE CIS, DSC and E-Cell. See the full table in About.
Neuromorphic AI Security Operations Center
Security teams face thousands of alerts a day; analysts read a fraction and nobody responds overnight.
99.6% accuracy and 0.961 macro F1 on 83,325 public-dataset test rows; 1st Runner-up at the CyreneAI Hackathon.
Satellite-based industrial fire intelligence
Satellite fire feeds show where heat is, not what is burning, how dangerous it is, or who may be affected next.
Semifinalist, Smart India Hackathon 2026. A research prototype for analyst review.
AI mission control
Mission operators need one live view of satellite telemetry, communication scheduling and early warning of failures.
91% accuracy in predictive failure detection; Merit at Smart India Hackathon 2025.
Autonomous regulatory intelligence
Businesses need to know when regulations change and how each change affects them.
Zonal Champion and Finalist, HackArena 2.0, IIIT Delhi.
Multi-agent agricultural intelligence
Smallholder farmers lack the decision support to coordinate as digitally connected agribusinesses.
87% accuracy with sub-2-second inference; 1st Runner-up at the Agentic AI Hackathon.
Intelligent blood-donor matching
In an emergency, recipients need a matching blood donor nearby, fast.
Top 10 of 1,000 teams at ECE Society, BIT Mesra Hack '24; live public deployment.
Mining decision copilot · Problem Statement 26009
Mine teams make linked decisions every day on where to explore, what reserves may be present and how to keep production on plan.
Semifinalist, Smart India Hackathon 2026. Demo operations and drill data are labelled synthetic.
Full-duplex, interruptible voice agent
Voice assistants talk past you; people need an agent they can interrupt and correct mid-task.
Finalist, Samsung PRISM.
Revenue-recovery decision intelligence
Failed payments are retried blindly; merchants need to know whether recovery is worth attempting and which action has the best expected value.
Demo-ready MVP for Track 03, AI Revenue Recovery, at the Razorpay AI Buildathon 2026.
AI for public-safety analytics
Law-enforcement analysts need investigation support across scattered data.
Deployed prototype for Problem Statement 2, Zoho Datathon 2026.
| Project | What it is | Links |
|---|---|---|
| ContextOS | Proactive on-device Android agent (Kotlin, Jetpack Compose) | Code · Demo |
| Project TCS | Gemini-driven municipal permit assistant; TCS HackDay Consolation Prize | Code |
| NovaPulse | Voice-driven multi-agent news intelligence on Amazon Nova | Live · Code · Demo |
| GitHopper | Repository health analysis with MCP and Amazon Bedrock; Hack-A-War '25 Top 10 | Code |
| XAI | Explainability pipeline for fetal brain ultrasound classification (Grad-CAM, SHAP, LIME) | Private repository |
| PhishLens | Malicious-URL risk scanner shipped through a CI/CD to Kubernetes pipeline | Code |
| VAAYA | Travel platform with Google Maps and gamified quests; finalist at wHACKiest, Codecrafter and HackMalenadu '26 | Code |
| ClipBait | AI clipboard built with Tauri and Rust | Code · Demo |
| Hackathon Dashboard | Live dashboard for hackathons | Live · Code · Demo |
| LLM Benchmark Game | A game built around benchmarking LLMs | Code |
| VoOTEX | Voice transcription with speaker diarization | Code |
| X-FORECAST | Time-series forecasting and dashboards | Code |
| VayuGrid | A smart energy grid | Code |
| GlamGlow | ML beauty-product recommender | Code |
| Notes_PYQs | Open course notes and previous-year question papers; most-starred repo | Code |
I contribute upstream to some of the most widely used machine-learning and developer-tooling projects, and collaborate with teammates on research prototypes.
| Project | Contribution | Status | Link |
|---|---|---|---|
| Hugging Face Transformers (168k★) | Resolved CJK decoding in LlamaTokenizerFast by loading the full pipeline from tokenizer.json (#49258); under active maintainer review. | open | View |
| Kubeflow SDK (156★) | Raised issue #890 and submitted pull requests #891 and #903 to migrate deprecated Pydantic class-based Config to ConfigDict. | open | View |
| career-ops (77k★) | Hardened the funnel-velocity command by validating CLI flags (#3085). | merged | View |
| viz_trust | Built the engine backend (events, scoring, checks, graph and demo driver) and follow-ups (#1, #2 and #4). | merged | View |
| Kmesh | Forked the eBPF-based service mesh data plane to study and work on; no upstream pull request yet. | forked | View |
Selected as one of 135 GirlScript Summer of Code '26 mentors nationally; guided three developers and earned 60 mentor points.
I build a heterogeneous biomedical knowledge graph and train graph neural networks to predict which existing drugs could treat which diseases, then rank candidates by biological plausibility and public-health relevance.
Research Intern, IEEE Computer Society (IAMPro) · Apr 2026 – Jun 2026
Co-authoring an IEEE research paper on the framework (manuscript in preparation). Code: VectorDrugMatch
| Year | Distinction | Event and context |
|---|---|---|
| 2026 | Top 150 of 10,760 entrants (2,967 teams) | Kaggle, ROGII Wellbore Geology Prediction; international team; standing as of July 2026 Code |
| 2026 | Top 25 of 348 entrants (145 teams) | Kaggle, Formula 1 Race Result Classification (Polaris Institute of Technology) Code |
| 2026 | National Semifinalist | Flipkart GRiD 8.0 |
| 2026 | National Semifinalist | JPMorgan Chase Code for Good '26 |
| 2026 | Semifinalist | Smart India Hackathon 2026 (Jvalyx, MOIL Manganese Copilot) |
| 2026 | Zonal Champion; Finalist | HackArena 2.0, IIIT Delhi (RegGraph-AI) |
| 2026 | 1st Runner-up | Async by CyreneAI (NeuroSOC) |
| 2026 | Finalist | wHACKiest '26, Codecrafter '26, HackMalenadu '26 |
| 2026 | Consolation Prize | TCS HackDay (Municipal Permit Assistant) |
| 2026 | Selected mentor, 1 of 135 nationally | GirlScript Summer of Code 2026 |
| 2025, 2026 | Finalist | Samsung PRISM (ContextOS, Kairos) |
| 2025 | 1st Runner-up | GenAI Fusion '25 Hack |
| 2025 | 1st Runner-up | Agentic AI Hackathon (KisaanMitra) |
| 2025 | Merit | Smart India Hackathon 2025 (Project Astraeus) |
| 2025 | Finalist, Top 10 | Hack-A-War '25 (GitHopper) |
| 2025 – 26 | SGPA 9.95 and 9.61 | Semesters II and III, Ramaiah Institute of Technology |
| 2024 | Top 10 of 1,000 teams | ECE Society, BIT Mesra Hack '24 (DonorConnect) |
More than 20 hackathons in total, most as the builder responsible for the AI and back-end systems.
Tap a skill to see where I used it, or tap a project to see its stack.
Python: IEEE research, Astraeus, KisaanMitra, RegGraph-AI, Falcon, NeuroSOC · C++: algorithms · TypeScript / JavaScript: DonorConnect · Kotlin: ContextOS
PyTorch: IEEE research, FlyRank AI · PyTorch Geometric: IEEE research, AegisNet · TensorFlow: Astraeus · scikit-learn: FlyRank AI · XGBoost: NeuroSOC · RDKit: IEEE research
HGT: IEEE research · T-GAT: AegisNet · Knowledge graphs: IEEE research, RegGraph-AI · LangChain and LangGraph: RegGraph-AI · RAG: RegGraph-AI, Falcon · Multi-agent systems: KisaanMitra, NovaPulse · Model Context Protocol: GitHopper · Amazon Bedrock: GitHopper · Amazon Nova: NovaPulse
Reinforcement learning, PPO: Astraeus · Digital twins: Astraeus
FastAPI: RegGraph-AI · NestJS: DonorConnect · React: Astraeus · Next.js: DonorConnect, RegGraph-AI · WebSockets: DonorConnect
PostGIS: KisaanMitra · MongoDB: DonorConnect · Redis: KisaanMitra · ChromaDB: RegGraph-AI
AWS Lambda: KisaanMitra · Docker: DonorConnect, NeuroSOC
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