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Muhammad A.

Muhammad A.

AI & Machine Learning Engineer · Junior

Pakistan · Rate on request

Professional Overview

Results-driven MLOps Engineer and Data Scientist with experience in designing, deploying, and optimizing end-to-end machine learning pipelines and AI-driven solutions using Python. Hands-on expertise in CI/CD for ML, workflow automation, experiment tracking, model monitoring, and performance improving in production environments.

Experience

Company
Fatima Group
Oct 2021 – Jun 2026
Role title
MLOPs Specialist

AI Expertise

MLOps & AI Infrastructure AI & Machine Learning Engineers

Skills

Python Scikit-Learn TensorFlow SQL Pandas Spark Kubernetes AWS

Employment Type

Full-time

Description of Responsibilities

  • Validated ML models using cross-validation and performance metrics.
  • Tuned machine learning models to reduce overfitting and improve accuracy.
  • Documented experiments, workflows, and model performance metrics.
  • Assessed model performance using Accuracy, F1-score, Recall, and RMSE.
  • Implemented Logistic Regression, Random Forest, KNN, and Decision Trees.

Key Achievements / KPIs

  • Improved data quality by 30% through data cleaning and preprocessing.
  • Increased model accuracy by 15% using feature engineering techniques.
  • Developed ML models achieving up to 72% accuracy on test datasets.
  • Built predictive models with 75–80% accuracy using Random Forest and KNN.

Education

School
Bahauddin Zakaria University
Sep 2019 – Sep 2021
Degree / Program
MBA

Field of Study: MBA with specialization in Business Analytics

Areas of Expertise

AI & Machine Learning Engineers

Design, train, and ship production ML models — from data pipelines to model inference at scale. Covers supervised learning, neural networks, LLM integration, and model optimisation.

MLOps & AI Infrastructure

Architect scalable ML infrastructure — CI/CD for ML, model versioning, experiment tracking, monitoring, and cloud deployment on AWS, GCP, or Azure.

Data Science & Analytics

Extract business insights from raw data using statistical modelling, predictive analytics, A/B testing, and interactive dashboards.

NLP & Prompt Engineering

Build natural language processing systems, fine-tune large language models, and craft reliable production prompts for AI-powered products.

Open to

Full-time Part-time Contract Freelance

Skills

Python TensorFlow Docker Kubernetes

Experience Level

Junior

Current location

Pakistan

Time Zone

Karachi UTC+5

Primary Work Language

English

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