Skip to content
View Mandeep0402's full-sized avatar
🏠
Working from home
🏠
Working from home
1 follower · 2 following

Block or report Mandeep0402

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 is supported. This note will only be visible to you.
Report abuse

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

Report abuse
Mandeep0402/README.md

Hi 👋, I'm Mandeep Jaglan

AI & ML Engineer — video pipelines, computer vision & MLOps

🌐 mandeep0402.github.io · 💼 LinkedIn · 📫 mandeepjaglan04@gmail.com

AI & ML engineer with 4+ years of experience across data analytics, NLP pipelines, computer vision systems, and MLOps infrastructure. Currently an AI Infrastructure Engineer at Streamingo.ai, where I build end-to-end video processing pipelines, RAG-based SQL intent systems, OCR/ReID workflows, and scalable ETL infrastructure on GCP. B.Tech in Computer Science from IIIT Bhagalpur.

🔭 What I work on

  • Video Processing & ML Infra — RabbitMQ + Redis pipelines orchestrating VLM inference on 2,000–4,000 videos/day across multi-GPU fleets; Jenkins CI/CD from video recording to results delivery
  • Computer Vision — basketball broadcast → top-down 2D minimap pipeline with YOLOv9/v11, SAM 2, BoxMOT, homography, Kalman filtering, team ReID & jersey OCR
  • NLP & LLM — natural language → intent → BigQuery SQL pipelines with schema-aware prompt engineering and automated chart/insight generation

📦 Open Source (PyPI)

Package Description
VideoProcToolkit Video download, multi-backend frame extraction (FFmpeg/OpenCV/Decord), trimming, concatenation, FPS/resolution conversion, thumbnails & metadata
basketball_datakit NBA/NCAA play-by-play, box scores, event classification, lineup tracking, ESPN scraper fallback & name normalization

🛠 Skills

  • Languages: Python, SQL, PySpark, C/C++, Shell Scripting
  • Data & Cloud: BigQuery, GCP/GCS, AWS S3, Snowflake, Hadoop, Hive, Docker
  • MLOps & Infra: Jenkins CI/CD, RabbitMQ, Redis, ETL Pipelines
  • CV & ML: YOLOv9/v11, SAM 2, BoxMOT, Homography, OCR, ReID, Kalman Filter
  • NLP & LLM: RAG Pipelines, Prompt Engineering, LLM Fine-tuning, Claude API
  • Libraries & Tools: Pandas, NumPy, Scikit-learn, TensorFlow, FFmpeg, OpenCV, Git, Linux, Power BI

💼 Experience

  • AI Infrastructure Engineer — Streamingo.ai (Oct 2024 – Present)
  • SDE 2, Machine Learning — Nanonets, via Crewscale (Mar 2024 – Sep 2024)
  • Associate Data Analyst — Comscore (Jan 2022 – Feb 2024)

Top languages

Popular repositories Loading

  1. Inferno Inferno Public

    Forked from CyberIkshit/Inferno

    Gov-TechThon 2020 virtual Hackathon

    Java

  2. C-Plus-Plus C-Plus-Plus Public

    Forked from CyberIkshit/C-Plus-Plus

    Collection of various algorithms in mathematics, machine learning, computer science and physics implemented in C++ for educational purposes.

    C++

  3. progate progate Public

    CSS

  4. tensorflowProject tensorflowProject Public

    Jupyter Notebook

  5. vaccine_notifier vaccine_notifier Public

    Python Code using web scrapping to notify when a slot is available on Co-Win.

    Python

  6. ipl_Prediction ipl_Prediction Public

    Jupyter Notebook