ASWIN K J
Architecting scalable AI systems, production RAG pipelines & autonomous LLM agents.
AIML Undergraduate specializing in LLMs and RAG-based agent systems. Seeking an AI Engineering internship to build scalable, production-grade applications.
The Armory
Technical Skills & Leadership
Languages & Core CS
Python, Java, C, SQL, Data Structures & Algorithms (DSA), Object-Oriented Programming (OOP).
AI/ML Frameworks
TensorFlow, Scikit-Learn, MLflow, Pandas, NumPy, RAG Retrieval Systems, Large Language Models (LLMs).
Web & Cloud
FastAPI, Flask, Streamlit, React.js, Microsoft Azure (AI-900), Oracle Cloud Infrastructure (OCI).
Tools & Platforms
Git/GitHub, Tableau, PowerBI, Ollama, Hermes, Plotly, Recharts.
Leadership & Organization
Experienced in leading technical teams and organizing large-scale events, coordinating 10+ member teams and 1000+ attendee events across college symposia and workshops.
Professional Experience
The Chronicles
ML Intern
FlyRank • Remote- —Engineered semantic clustering and intent-classification pipelines using embeddings and unsupervised learning (e.g., HDBSCAN, scikit-learn) to map search-query demand to content-coverage gaps.
- —Developed opportunity-scoring models translating raw search/analytics data into ranked, actionable recommendations, connecting model output directly to business-impact decisions.
DA Intern
LabMentix • Remote- —Engineered deep learning pipelines using TensorFlow and EfficientNetB0 transfer learning, integrating MLflow for rigorous MLOps experiment tracking and hyperparameter versioning.
- —Architected and deployed real-time predictive analytics inference dashboards using Streamlit, seamlessly bridging backend machine learning logic with interactive web applications.
Selected Works
The Arsenal • Production AI Applications
- —Engineered a Google Gemini LLM agent with 8 custom tool-use/function-calling schemas and a RAG retrieval system for zero-friction conversational transaction logging and financial onboarding with strict advice guardrails.
- —Architected a FastAPI backend across 14 modular REST routers and 13 relational tables, implementing automatic multi-account balance reconciliation, recurring bill engines, and 2.5x threshold spending anomaly detection.
- —Built a mobile-first React 19 PWA with Service Worker offline caching, background transaction queues, and dynamic Recharts data visualisations for 50/30/20 budgeting and net worth tracking.
1st Place, Hack Hive 2025
- —Architected a voice-to-code translation Flask backend with the Gemini API, optimising natural language parsing for low-latency, multi-language code generation.
- —Engineered a zero-click, voice-driven development state machine integrating the Web Speech API with custom audio heuristics for visually impaired accessibility.
- —Automated repository provisioning and version control pipelines using the GitHub REST API for dynamic multi-file packaging.
NASA Space Apps Challenge
- —Engineered a 5-model deep learning ensemble (CNN, LSTM, Bi-Attention, RF, Hybrid) achieving 94.1% accuracy and 97.8% AUC on NASA Kepler/TESS photometry data.
- —Built a Flask inference backend with a time-series preprocessing pipeline, delivering sub-200ms predictions using 20+ extracted spectral features.
- —Developed a Plotly web dashboard for live light curve simulations, dynamic transit generation, and real-time model comparisons.
Honors & Artifacts
Education, Certifications & Achievements
Education & Honors
B.Tech in Artificial Intelligence & Machine Learning
PresentDepartment 1st Rank • CGPA: 9.27 / 10
SNS College of Technology | Coimbatore, India
Higher Secondary Education (Xth | XIIth)
2022 - 2024Elected School Head Boy
The Oxford School | Trivandrum, India
Competitive Milestones
- Solved 200+ DSA Problems on LeetCode
- Winner of Codexia and CodeSprint Hackathons @ SNS Institutions
- 2x Winner @ SPARK Robotics Competition, ACE College of Engineering, Trivandrum
- Presenter, International Conference — Sathyabama University (in collaboration with Univ. of Nottingham & ITS)
Global Certifications
Microsoft Azure AI Fundamentals (AI-900)
Microsoft Official Certification
Oracle Certified AI Foundations Associate
Oracle Cloud Infrastructure (OCI)
NPTEL Programming with Generative AI
IIT / NPTEL Verified Course
AWS Solutions Architecture Job Simulation
Amazon Web Services Credential
NIT-T GenAI Workshop Certification
NIT Trichy Technical Workshop
Initiate Contact
Open for AI Engineering Roles & Collaborations
Reach out directly for opportunities, technical discussions, or to review my complete credentials.