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illusion2600/README.md

πŸ‘‹ Hey, I'm Nikhil Khatri!

Data Science & AI Engineering Enthusiast | ML Engineer in the Making
πŸ“ Bangalore, India | πŸŽ“ Student | πŸš€ Building AI Solutions

"When I'm not coding, I'm either in deep conversations about fascinating topics or exploring new media concepts through photography, storytelling, anime, and manga."


🎯 About Me

I'm a passionate student transitioning into Data Science and AI Engineering, with a strong focus on building practical, deployable machine learning solutions. I love working with complex datasetsβ€”whether it's time series data, social networks, or recommendation systemsβ€”and turning them into actionable insights.

My philosophy: Learn deeply, code cleanly, and deploy responsibly.

  • πŸ€– Specializing in MLOps, Computer Vision, Recommendation Engines, and NLP/LLM
  • πŸ” Currently diving into OCR, NLP, and LLM applications
  • 🌐 Passionate about AI in daily life and real-world implementation
  • 🀝 Open to open-source contributions and collaborations
  • πŸ“š Continuous learner with focus on ML/DL fundamentals

πŸ› οΈ Tech Stack

🐍 Languages & Frameworks

  • Python (Primary)
  • SQL (Data querying & analysis)
  • FastAPI (API development & deployment)

πŸ€– ML/AI & Data Science

  • TensorFlow | Keras (Deep Learning)
  • Pandas | NumPy | Scikit-learn (Data processing & ML)
  • FAISS (Similarity search & clustering)
  • OpenCV (Computer Vision)
  • Tesseract (OCR)

πŸš€ Tools & DevOps

  • Git & GitHub (Version control)
  • Docker (Containerization)
  • VS Code (Development environment)

πŸ“Š Current Focus Areas

πŸ”¬ What I'm Working On

  • Time Series Analysis - Forecasting and pattern recognition
  • Social Network Data - Analysis across multiple industries
  • Movie Recommendation Engine - Fully deployable end-to-end system
  • OCR & Text Recognition - Document processing at scale
  • NLP & LLM Applications - Natural language understanding and generation

πŸ“– Currently Learning

  • ML/DL fundamentals (rigorous revision)
  • Advanced OCR techniques
  • NLP & Large Language Models
  • Open-source contribution best practices

πŸš€ Featured Projects

Check out my latest work on my GitHub:

🎬 Movie Recommendation Engine

A fully deployable recommendation system combining collaborative filtering and content-based approaches.

  • Tech: Python, FastAPI, Machine Learning, Docker
  • Highlights: Production-ready, scalable architecture
  • πŸ”— Repository

😊 Facial Emotion Recognition (FER) CNN Model

Deep learning model for recognizing facial emotions in real-time.

  • Tech: TensorFlow, Keras, OpenCV, CNN
  • Status: Published research backup
  • πŸ”— FER-CNN-model

πŸ’‘ Areas of Interest & Expertise

  • πŸ€– Machine Learning Operations - Model deployment, monitoring, versioning
  • πŸ‘οΈ Computer Vision - Image recognition, object detection, facial analysis
  • πŸ“„ OCR & Document Processing - Text extraction and understanding
  • 🎯 Recommendation Systems - Personalization at scale
  • πŸ—£οΈ NLP & LLMs - Language understanding and generation
  • 🌍 AI in Real Life - Practical implementations that matter

🎨 Beyond Code

When I'm not immersed in data and algorithms, you'll find me:

πŸ“Έ Photography - Capturing moments and perspectives
πŸ“– Storytelling - Crafting narratives that resonate
🎌 Anime & Manga - Exploring Japanese storytelling
🎬 Media Concepts - Understanding how stories are told
πŸ’¬ Deep Conversations - Exploring fascinating ideas and philosophies


🀝 Let's Connect!

I'm always interested in:

  • Collaborations on ML/AI projects
  • Discussions about data science trends and best practices
  • Open-source contributions and community involvement
  • Learning opportunities - teaching and being taught

πŸ“¬ Get In Touch


πŸŽ“ Learning Journey

Currently navigating the journey from solid fundamentals to real-world AI solutions. Every project is a stepping stone toward mastery.


⚑ Quick Facts

  • 🎯 Goal: Become a skilled Data Scientist/AI Engineer
  • πŸ† Passion: Building deployable ML systems that solve real problems
  • 🧠 Mindset: Always learning, always shipping
  • β˜• Fuel: Coffee, curiosity, and challenging problems
  • 🌱 Growth: Contributing to open-source and the AI community

πŸ“Œ Recent Highlights

  • 🎬 Built a fully deployable Movie Recommendation Engine
  • 😊 Developed Facial Emotion Recognition CNN model
  • πŸ“Š Analyzing time series and social network data across industries
  • πŸ” Deep diving into OCR and NLP applications
  • πŸš€ Contributing to open-source projects and best practices

πŸ’Ό What I'm Looking For

  • πŸ€– Internships/Opportunities in ML/AI, Data Science
  • 🀝 Collaborations on interesting projects
  • πŸ“š Mentorship in advanced AI/ML topics
  • 🌟 Open-source projects to contribute to

🎯 My Development Philosophy

  1. Learn Deeply - Understand fundamentals, not just frameworks
  2. Code Cleanly - Write maintainable, well-documented code
  3. Deploy Responsibly - Consider ethics, scalability, and real-world impact
  4. Share Knowledge - Contribute back to the community
  5. Iterate Continuously - Feedback loops drive improvement

Last Updated: 2026-03-06
Actively learning and growing every single day πŸš€

Pinned Loading

  1. FER-CNN-model FER-CNN-model Public

    This is the repository for my FER model which backs up my upcoming research paper

    Jupyter Notebook