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umaira-tahir/README.md

Hi ๐Ÿ‘‹, I'm Umaira Tahir

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๐Ÿ‘ฉโ€๐Ÿ’ป About Me

๐Ÿค– AI & MLOps Engineer specializing in Agentic AI systems, LLM orchestration, and production ML pipelines.

๐Ÿ’ก Passionate about building autonomous multi-agent workflows, scalable cloud architecture, and end-to-end AI solutions.

๐ŸŒ Open to remote freelance projects, AI Engineering opportunities, and global technical collaborations.


๐Ÿ› ๏ธ Technical Foundations & Core Expertise

๐Ÿค– Agentic AI & Modern GenAI
LangChain ยท LangGraph ยท CrewAI
Model Context Protocol (MCP) ยท LLM Engineering
Advanced RAG Architectures ยท QLoRA & Fine-Tuning
Vector DBs (pgvector) ยท Redis Cache

๐Ÿง  Artificial Intelligence & ML Engineering
Machine Learning (Math & Python Implementation)
Deep Learning ยท CNNs ยท Sequence Models
Computer Vision ยท Natural Language Processing (NLP)
PyTorch ยท TensorFlow ยท Keras ยท Scikit-learn

๐Ÿ“ Mathematics & Data Science
Linear Algebra ยท Probability ยท Statistics ยท Calculus
NumPy ยท Pandas ยท Matplotlib ยท Seaborn
Python Deep Dive ยท SQL (MySQL, PostgreSQL)
MongoDB ยท Data Analysis & Pipelines

โš™๏ธ MLOps & Infrastructure
Kubernetes (CKAD) ยท Docker Containers
CI/CD for ML Pipelines ยท Model Monitoring
FastAPI ยท AWS Cloud Architecture
Red Hat Enterprise Linux (RHEL) ยท Bash Scripting


๐Ÿ› ๏ธ Tech Stack

Languages & Frameworks

Data & Databases

Orchestration & DevOps

Data Science & AI/ML Libraries

Agentic AI & GenAI


๐Ÿš€ Featured Projects

๐Ÿง  AI Engineering

๐Ÿค– Agentic AI

โš™๏ธ MLOps

  • ๐Ÿ”ง Coming soon

๐ŸŽฏ 2026 Goals

  • ๐Ÿค– Master & Deploy autonomous Agentic AI Workflows using LangChain, LangGraph, CrewAI, and n8n
  • โš™๏ธ Build end-to-end MLOps Pipelines โ€” automated CI/CD, model monitoring, continuous training, and observability
  • โ˜๏ธ Architect scalable AI solutions on AWS Bedrock and orchestrate microservices with Kubernetes (CKAD)
  • ๐Ÿš€ Ship production-grade RAG & Agent Systems with vector databases (pgvector, Redis)
  • ๐ŸŒ Actively contribute to Open Source AI/ML Infrastructure repositories
  • ๐Ÿ’ผ Scale freelance client network for high-impact Agentic AI & MLOps Engineering projects

๐ŸŽ“ Education

  • Advanced Diploma in Artificial Intelligence Advancement โ€” Al Nafi International College (1-year)
  • Advanced Diploma in DevOps and Cloud โ€” Al Nafi International College (1-year)

๐Ÿ† Professional Certifications & Specializations

Specialization / Certificate Issuing Organization
Deep Learning Specialization DeepLearning.AI
Generative AI with Large Language Models DeepLearning.AI & AWS
IBM RAG and Agentic AI Professional Certificate IBM
Machine Learning Engineering for Production (MLOps) DeepLearning.AI
AWS Generative AI and AI Agents with Amazon Bedrock AWS
LLM Engineering That Works: Prompting, Tuning, and Retrieval Coursera
Certified Kubernetes Application Developer (CKAD) KodeKloud

๐Ÿ“Œ GitHub Journey

This profile documents my journey from AI student to AI Engineer.

๐Ÿ”น Learning Projects ย ยทย  ๐Ÿ”น AI Experiments ย ยทย  ๐Ÿ”น Practice Repositories ๐Ÿ”น Notes & Resources ย ยทย  ๐Ÿ”น Portfolio Projects ย ยทย  ๐Ÿ”น Open Source Contributions


๐Ÿ“ซ Connect With Me

โญ "Learning, Building, and Improving Every Day."

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