Hi, I'm Sairam 👋

I'm an AI/ML student who likes building systems that automate the repetitive — data labeling pipelines, real-time detection, local AI workflows. Currently exploring n8n for workflow orchestration alongside local LLMs. On the side I poke around in cybersecurity because it's a good way to understand how systems actually work.

Projects

🏷️ ActiveLabelingSystem
Active learning pipeline with zero-downtime model promotion
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Humans label, uncertain samples get routed back via confidence/entropy scores, and the model trains in the background — promoted with zero downtime when ready.

  • Human-in-the-loop labeling
  • Background shadow training while you label
  • Zero-downtime model promotion
  • PyQt6 desktop GUI · Python · YOLOv8 · Ray · SQLite
→ View on GitHub
🤖 Local AI Automation
Screenshot → OCR → local LLM, fully offline
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Captures a screenshot, extracts text via OCR, and sends it to Phi-4 Mini locally via Ollama — no cloud, no API keys.

  • Screenshot-based input with OCR
  • Runs Phi-4 Mini via Ollama locally
  • Fully offline · Python · Ollama
→ View on GitHub
🪖 Helmet Detection System
Real-time road safety detection — 85% mAP@0.5
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Real-time helmet detection on live video for road safety automation using a fine-tuned YOLOv8 model.

  • 85% mAP@0.5
  • Live video via OpenCV
  • Python · YOLOv8 · OpenCV
→ View on GitHub
📝 Metadata Editor Pro
Privacy-focused metadata cleaner for images and docs
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Desktop tool to view, edit, or strip metadata from images and documents — auto-backs up before any changes.

  • Supports images and documents
  • Auto-backup before changes
  • Python · Tkinter · Pillow · piexif
→ View on GitHub
🕵️ Ponzi Scheme Detection
ML-based financial fraud detection — team project
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Team project applying anomaly detection to flag potential Ponzi schemes from financial transaction data.

  • Transaction pattern analysis
  • Anomaly detection · Python · Scikit-learn · Pandas
→ View on GitHub

Skills

ML / AI
Python PyTorch TensorFlow Scikit-learn YOLOv8 OpenCV NumPy Pandas
Automation
n8n Ollama Phi-4 Mini Ray
Security
Kali Linux Wireshark Burp Suite
Database & Tools
MySQL SQLite Git Linux VS Code

Timeline

2022 Started with ML. Thought it was magic. Still kind of is.
2023 Built first serious project — helmet detection. Satisfying to watch it actually work.
2024 Got deeper into cybersecurity and fraud analytics. Earned Cisco Junior Cybersecurity Analyst cert.
2025 → Building automation pipelines with n8n, local AI, and active learning systems.

Contact

✉ sairam.1242006@gmail.com
💻 github.com/sairam-s0
🔗 linkedin.com/in/sairam-s
🏅 Cisco Junior Cybersecurity Analyst — Credly