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Hi there πŸ‘‹

I'm Sathyajit, aka @satilog on the web and @satilame on X. Here's some info about me!


⚑ Work Experience:

  • Teaching Assistant @ University of Regina
    Taught and evaluated labs for courses on Data Structures and Algorithms in C++.
    (Regina, Canada. 2024 - Present)

  • Software Engineer @ Watchdog – Focused on R&D
    Built knowledge platforms, implemented RAG models, and increased user interaction by 5x.
    (Colombo, Sri Lanka. 2022 - 2023)

  • Software Engineer @ Rooster Technology
    Developed scalable microservices, real-time user alerts, and increased user engagement by 490%.
    (Colombo, Sri Lanka. 2020 - 2022)

  • Data Engineer @ Yukon Software
    Automated ETL pipelines, built geospatial dashboards using PostgreSQL and PostGIS.
    (Colombo, Sri Lanka. 2020 - 2020)


🌱 Interests:

  • Building products that solve real-world problems.
  • Creating efficient systems with semantic search and vector-based models.
  • Learning about reinforcement learning and generative AI.

πŸ› οΈ Tech Stack:

  • Languages: Python, JavaScript, TypeScript, C++
  • Frameworks & Libraries: React, Next.js, Flask, Node.js
  • Cloud & DevOps: AWS, GCP, Kubernetes, Docker, Vercel
  • Data & Search: PostgreSQL, MongoDB, Redis, Elasticsearch, Pinecone
  • AI & Machine Learning: TensorFlow, PyTorch, Keras, Scikit-learn
  • Integration & Messaging: GraphQL, Kafka, RabbitMQ

πŸ“ˆ Recent Projects:

  • 🌌 NASA Space Apps Challenge (2024):
    Developed an interactive exoplanet explorer using React and three.js, with KNN and LLM-based classifiers for identifying habitable exoplanets.
    πŸŽ₯ Demo

  • πŸ“Š McGill FIAM Asset Management Hackathon (2024):
    Developed a hybrid rolling forecast model using Temporal Fusion Transformer (TFT) for stock predictions. Implemented pipelines on GCP for data preprocessing.

  • πŸŽ“ Illumine - AI-Powered Educational Platform:
    Engineered an AI-powered curriculum generation platform using Gemini AI, reducing grading time to seconds.
    πŸŽ₯ Demo

  • βš•οΈ Clinical Assistant App - MIMIC-IV Data Analysis and Visualization:
    Built a data analysis platform on GCP for the MIMIC-IV clinical dataset, integrating classical ML models and BioGPT. Used BigQuery and Cloud Functions for data pipelines and Docker + Kubernetes for scalability.
    πŸŽ₯ Demo

  • πŸŽ₯ Surveil AI:
    Developed a semantic search system for surveillance footage, integrating image captioning, object detection, and hybrid vector models with BM25 and ClipViT embeddings.

  • πŸ›’ StoreNav - AI-Driven Store Navigation Optimization:
    Fine-tuned an Xception-based model to achieve 96% accuracy in segment classification. Implemented graph-based pathfinding with A* and TSP heuristics, achieving sub-second query optimization.
    πŸŽ₯ Demo


πŸ† Competitions & Awards:

  • 2nd Place ($2500) - Co.Hacks 2024 by Co.Labs
  • Global Finalist - NASA Space Apps Challenge 2024 🌌
  • Best Use of MongoDB - Web3Apps MLH Hackathon 2024 πŸ…
  • People’s Choice Award ($1000) - 24 Hour AgTech Startup (Canada Farm Show 2024)

🀝 Let's Connect:

πŸ“§ loganathansathyajit@gmail.com
🌐 satilog.io
LinkedIn | GitHub


"Reading maketh a full man; conference a ready man; and writing an exact man; and, therefore, if a man write little, he had need have a great memory; if he confer little, he had need have a present wit; and if he read little, he had need have much cunning, to seem to know that he doth not.
β€” Francis Bacon πŸ–‹οΈ

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