Aryan Mathur

AI Engineer • Researcher • Developer

About Me

I am a final-year Electrical Engineering undergraduate at the Indian Institute of Technology Palakkad, working at the intersection of artificial intelligence, embedded systems, and control. My work spans reinforcement learning, computer vision, IoT, and applied deep learning — building systems that not only compute but also reason.

I lead and contribute to research and open-source initiatives focused on perception–decision coupling, multimodal reasoning, and efficient system design.

GitHub  |  LinkedIn  |  Resume

Research & Publications

Violence Detection & Highlight Generation

Computer Vision • Sequence Learning

  • CNN–BiLSTM hybrid model for temporal violence detection in videos; 93.5% accuracy.
  • Attention-based explainability for highlight generation.
PyTorchBiLSTMAttention

Repository

Paper

Perception–Decision Interleaving Transformers (PDiT)

Deep RL • Transformers • Cognitive AI

  • Dual-transformer design to learn synchrony between perception and decision-making.
  • Improved BabyAI BossLevel performance with attention-based interpretability.
PPOTransformersBabyAI

Repository

Paper

Work Experience

Advanced Application Engineering Intern — Accenture

May 2025 – July 2025

  • Deployed distributed ML pipelines on AWS (SageMaker, Lambda, S3) integrating NLP microservices and REST APIs.
  • Automated CI/CD with GitHub Actions, reducing deployment latency by 35% and improving reliability.
  • Optimized performance for large-scale systems in Linux/Unix environments.

AI/ML Intern — EasyAlgo

May 2024 – Aug 2024

  • Built predictive time-series models and information retrieval systems using TensorFlow, Python, and SQL.
  • Developed data pipelines with NumPy/Pandas achieving 40% faster ingestion.
  • Integrated RL-based optimization for adaptive trading strategies with distributed storage.

Software & Platform Intern — Fact App

June 2023 – July 2023

  • Contributed to a web platform for JEE aspirants and JOSAA counselling.
  • Led debugging and testing, resolving critical UI/logic issues; onboarded 500 mentors and mentees.
  • Helped 9000+ students receive guided admission support via the platform.

Education

Indian Institute of Technology, Palakkad

B.Tech — Electrical, Electronics & Communication Engineering

2022 – 2026 • CGPA: 7.97 / 10

  • Coursework: Machine Learning, Reinforcement Learning, Optimization, Software Engineering, Microprocessors.

Little Angels School, Sonipat

XII Boards — Engineering Science (Non-Medical)

2019 – 2021 • 97.4%

  • Activities: Coding, Debating, Acting, Quizzes, Swimming.

Little Angels School, Sonipat

X Boards — CBSE

2007 – 2019 • 98.2%

Leadership & Positions of Responsibility

Placement Coordinator

Career Development Cell, IIT Palakkad

2025 – Present

Coordinating institute placements, corporate outreach, and student training across multiple sectors.

Contingent Leader

Inter IIT Tech Meet 13.0, IIT Bombay

2024

Led IIT Palakkad’s 63-member delegation; managed technical strategy, logistics, and inter-domain coordination.

Founder & President

Entrepreneurship Cell, IIT Palakkad

2024 – 2025

Established the institute’s first E-Cell; hosted hackathons and startup mentorship sessions for 300+ participants.

Software Systems Lead

Communicator SWE 2025

Architected multi-module CI/CD with Java/Maven on Azure DevOps, including self-hosted macOS agents.

Mentor

AI & Robotics Systems

Guided undergraduate teams on AI-enabled control and robotics with an emphasis on robust deployment.

Selected Projects

From multimodal AI and reinforcement learning to embedded IoT and scalable software systems.

Violence Detection & Highlight Generation

Tech: PyTorch, CNN–BiLSTM, Attention

Hybrid model for temporal violence detection in video streams with attention-based explainability (93.5% accuracy).

Repository

Perception–Decision Interleaving Transformers (PDiT)

Tech: Python, PPO, Transformers

Dual-transformer RL agent synchronizing perception and decision modules; improved BabyAI BossLevel performance.

Repository

AI Image Detection & Reasoning

Tech: CLIP, Qwen2-VL, PyTorch Lightning

Explainable multimodal classifier distinguishing AI-generated imagery with artifact-based reasoning (96.5% in challenge).

Repository

LossLess — Amazon ML Challenge 2025

Tech: DistilBERT, EfficientNet-B0, LightGBM

Multimodal text–image regression for e-commerce price prediction. Ranked Top 0.9% globally (251/27,600+).

Repository

CMate — Campus Companion Platform

Tech: Django, PostgreSQL, REST

Full-stack event and resource management system for 200+ users with secure authentication.

Repository

Java Communicator — SWE 2025

Tech: Java, Maven, Sockets

Modular message-exchange system integrated with Azure DevOps CI/CD and self-hosted agents.

Repository

Personalised MCP Server

Tech: Python, FastAPI

Secure Model Context Protocol server for resume personalization with Bearer authentication.

Repository

Behaviour Simulation — Adobe Challenge

Tech: BERT, Transformers

NLP regression for tweet engagement prediction with attention-based pattern analysis.

Repository

MOSFET & Diode Parameter Extraction

Tech: Python, NumPy, Curve Fitting

Automated extraction of semiconductor I-V parameters bridging classical device models with ML regression.

Repository

PanEvaporiMeter

Tech: ESP32 (ESP-IDF), C++, HTML

IoT device measuring real-time evaporation using ultrasonic + temperature sensors with a responsive web UI.

Repository

What-ya-Wearing (YOLOv8 PPE Detection)

Tech: Python, YOLOv8, OpenCV

Real-time PPE detection with preprocessing pipelines converting Pascal VOC to YOLO format.

Repository

KLM52Z Microprocessor Projects

Tech: C

Embedded applications including counters, ADC-based displays, and LED control on the KLM52Z platform.

Repository

Industry Academia Conclave (IAC) WebApp — CI/CD HTML Deployment

Tech: HTML, JS, PHP

Static deployment demonstration using GitLab CI/CD for automated publishing workflows.

Repository

Data Extraction & Visualization

Tech: Python, Pandas, HTML

Automated HTML parsing and relational visualization of cross-linked entities with custom processing.

Repository

Automated Data Extraction from Government Websites

Tech: Python, Selenium

Structured extraction of public datasets from government portals.

Repository

Technical Skills

Artificial Intelligence & Machine Learning

PythonPyTorchTensorFlowHuggingFaceScikit-learnOpenCVYOLOv8PandasNumPyMatplotlib

Reinforcement Learning & Decision Systems

PPOQ-LearningMonte CarloTemporal DifferenceValue Function ApproximationMATLABMiniGrid / BabyAI

Systems & Backend Engineering

JavaC++DjangoFastAPIFlaskPostgreSQLSQLDockerGitREST API Design

Embedded Systems & IoT

ESP32C / C++ESP-IDFArduinoSensor FusionSignal ProcessingControl SystemsMATLAB / Simulink

Cloud, DevOps & Tools

AWS (SageMaker, Lambda, S3)Azure DevOpsGitHub ActionsCI/CD PipelinesLinux / UnixDocker ComposeNetworking

Core Competencies

Data Structures & AlgorithmsSoftware DesignDistributed SystemsInformation RetrievalScalabilityOptimization

Achievements

Amazon ML Challenge 2025 — Top 0.9%

Ranked 251/27,600+ for multimodal product-price prediction using DistilBERT & EfficientNet fusion.

AWS AI/ML Scholar — Top 1%

Recognized globally for applied ML and deep learning excellence.

Adobe AI Challenge 2024 — National Finalist (Rank 9)

Multimodal XAI system for detecting AI-generated images with artifact-based reasoning.

Flipkart Grid Hackathon — Semi-Finalist

Proposed AI-driven supply-chain optimization with predictive analytics and RL.

National Physics Olympiad — AIR 433

Top 0.2% nationally for analytical problem solving and applied mathematics.

JEE Main — Top 0.46%

Among highest national ranks out of 1M+ candidates; admitted to IIT Palakkad.

Contact

I’m open to collaborations or professional opportunities in AI, ML, or intelligent systems.

aryannmathur@gmail.com

GitHub  |  LinkedIn