Skip to content
View StrikerEureka34's full-sized avatar

Highlights

  • Pro

Block or report StrikerEureka34

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
StrikerEureka34/README.md

Ayush Kumar

LinkedIn Email GitHub


Technical Profile

Dual-degree student pursuing B.Tech Computer Science (AI/ML) at MIT Manipal (CGPA: 8.70) and B.Sc Data Science at IIT Madras (CGPA: 8.1). Finalist at Adobe Hackathon with specialization in computer vision, 3D object recognition, and production ML systems. Former NDA cadet (AIR-254, 0.07% acceptance rate).


Core Technologies

Python C++ Java C#

TensorFlow PyTorch OpenCV Keras

AWS Docker PySpark Unity



Featured Engineering Work

PDF Intelligence System | Adobe Hackathon Finalist

Production-ready document processing pipeline with persona-aware content filtering

  • Custom heading extraction: 92% accuracy across diverse PDF structures
  • 768-dimensional semantic embeddings for contextual understanding
  • Sub-10-second processing for 50-page documents
  • Fully offline architecture with no external API dependencies

3D Object Classification | PointNet Implementation

Deep learning on ModelNet40 dataset for real-world 3D recognition tasks

  • 85%+ classification accuracy across 40 object categories
  • Spatial Transformer Networks for rotation-invariant recognition
  • Training on 12,000+ point cloud samples
  • Applications: Autonomous systems, robotics, AR/VR

Clinical Pain Detection | Ensemble CNN Architecture

Multi-model computer vision system for medical applications

  • Weighted ensemble of specialized CNN architectures
  • Real-time inference with clinical-grade accuracy
  • Custom data augmentation and preprocessing pipelines
  • Interpretable predictions for healthcare deployment

Behavioral Biometrics Authentication

Keystroke dynamics-based user verification system

  • Pure ML approach without rule-based heuristics
  • Temporal pattern recognition in typing behavior
  • Continuous authentication with adaptive learning
  • Low-latency prediction suitable for production

Current Work

AIML Domain Lead | MIT ACM Student Chapter

  • Leading technical initiatives with 10+ ML projects in production
  • Organizing hands-on workshops and hackathons
  • Mentoring students on ML implementation and deployment

Technical Achievements

  • Adobe Hackathon: Advanced to finalist round among nationwide participants
  • NDA Selection: AIR-254 with 0.07% acceptance rate
  • Research: Summer internship at IIT Jodhpur on ML applications
  • Academic: Consistent 8.5+ CGPA across dual degree programs
  • Leadership: 40% participation growth in ACM chapter events

Repository Highlights


GitHub Analytics

GitHub Stats Top Languages
GitHub Streak

Contribution Graph


Professional Focus

  • Computer Vision and 3D Deep Learning
  • Production ML Systems and MLOps
  • Real-time Inference and Optimization
  • Distributed Computing with Spark
  • Open Source Contributions

Currently seeking: ML Engineering roles, Computer Vision positions, AI Research opportunities


Profile Views

Building AI solutions that matter

Pinned Loading

  1. 3D-Object-Classification 3D-Object-Classification Public

    3D object classification using the ModelNet40 dataset

    Jupyter Notebook

  2. Adobe_Hackathon_Round_1A_1B Adobe_Hackathon_Round_1A_1B Public

    Initial Push Before LLM Integration

    Python

  3. Facial-Pain-Detection Facial-Pain-Detection Public

    Clinical Application for Ensemble Facial Detection model

    Python

  4. Tower_Defence_Varise_Taskphase Tower_Defence_Varise_Taskphase Public

    C#

  5. Dynamic-Keystrokes-Pure-ML-Approach Dynamic-Keystrokes-Pure-ML-Approach Public

    Python 1

  6. SkyLink-Pro SkyLink-Pro Public

    SkyLink Pro is a cutting-edge Airline Reservation System engineered as an advanced coursework project showcasing mastery of Java and JavaFX. Developed as a Part of OOP Project for 3rd Sem, AIML, MI…

    Java