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Baqir110/README.md

Hi, I am Muhammad Baqir πŸ‘‹

DevOps & SRE Engineer specializing in infrastructure reliability, incident management, and self-healing systems. Building AI-powered platforms for automated incident detection, diagnosis, and controlled remediation. Currently a master's student in International Software Systems Science at the University of Bamberg.


🌐 Connect with Me

Portfolio LinkedIn Email GitHub Medium


πŸš€ Featured Projects

πŸ› οΈ OpsGuard β€” Infrastructure Reliability & Self-Healing Platform

An AI-powered platform for automated incident detection, diagnosis, controlled remediation, and recovery verification. Implements a complete 9-state incident lifecycle with evidence collection, deterministic diagnosis, optional AI/RAG-enhanced root cause analysis, allowlisted remediation with risk-based approval workflow, and automatic recovery verification.

  • Self-Healing Pipeline: Detection β†’ Incident β†’ Evidence β†’ Diagnosis β†’ Remediation β†’ Verification β†’ Resolution
  • Key Features: HTTP health & Prometheus detectors, ChromaDB runbook retrieval, SLO/SLI monitoring (MTTD, MTTR), cost optimization, rate limiting, RBAC, audit logging
  • Infrastructure: Docker Compose, Kubernetes/Helm, Terraform, Argo CD GitOps, GitHub Actions CI/CD with Trivy/Gitleaks security scanning
  • Testing: 39 tests (unit, integration, end-to-end)
  • Tools: Python β€’ FastAPI β€’ PostgreSQL β€’ Redis β€’ Prometheus β€’ Grafana β€’ ChromaDB β€’ Docker β€’ Kubernetes β€’ Helm β€’ Terraform β€’ Argo CD β€’ GitHub Actions

πŸ“Š Customer Churn Analytics Platform

An ML microservice for real-time and batch customer-churn prediction, with feature explanations and data-drift monitoring.

  • Tools: Python β€’ Scikit-Learn β€’ FastAPI β€’ Streamlit β€’ Evidently AI β€’ Docker

πŸ”„ Real-Time Data Engineering Pipeline

A backend data pipeline for ETL processing, data validation, database integration, and analytics APIs.

  • Tools: Python β€’ Pandas β€’ SQLAlchemy β€’ PostgreSQL β€’ FastAPI

πŸ’» Tech Stack

Languages

Python Bash SQL

Cloud & DevOps

AWS Azure Docker Kubernetes Terraform GitHub Actions

Observability & Operations

Prometheus Grafana Loki Nagios Zabbix Linux

Backend & MLOps

FastAPI Scikit-Learn Pandas NumPy Streamlit

Databases & Infrastructure

PostgreSQL Redis ChromaDB Git


πŸ“Š GitHub Stats

GitHub Stats

Top Languages

GitHub Streak


🎯 Current Focus

  • DevOps & Infrastructure Automation
  • Cloud Engineering & Platform Reliability
  • Kubernetes & Container Orchestration
  • CI/CD Pipelines & Infrastructure as Code
  • System Observability & Monitoring
  • AI-Assisted Operations & Self-Healing Systems
  • SRE Practices: SLO/SLI, Incident Management, Root Cause Analysis

Profile Views

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  1. opsguard-platform opsguard-platform Public

    Intelligent infrastructure reliability platform for incident detection, diagnosis, controlled remediation and self-healing

    Python

  2. customer-churn-analytics customer-churn-analytics Public

    A production grade MLOps microservice using FastAPI, Scikit-Learn, Streamlit and Docker to create real-time customer churn prediction, automated risk triage and prescriptive retention strategies. F…

    Python

  3. FYP-managment-System FYP-managment-System Public

    Final year project management Web-Application

    PHP

  4. real-time-pipeline real-time-pipeline Public

    Asynchronous ETL pipeline created in Python using FASTAPI, PYDANTIC, ALEMBIC, Docker, and Streamlit for production. Supports the ingestion from multiple sources, schema contracts, Redis caching, an…

    Python