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Muhammad  A.

Muhammad A.

Machine Learning Engineer | LLMs | NLP | RAG | Data Scientist

Hi, I’m Abeer, a Machine Learning Engineer and Data Scientist with experience building end-to-end data-driven and AI-powered solutions. I specialize in developing machine learning models, LLM-based applications, and scalable data pipelines that turn raw data into real-world, production-ready systems. My work spans from data preprocessing and feature engineering to model training, evaluation, and deployment. I have hands-on experience with Python and machine learning frameworks like scikit-learn, LightGBM, and XGBoost. I also build modern AI systems using LLMs, embeddings, and RAG architectures, along with deploying APIs using FastAPI, Docker, and Azure ML. Key areas I work on: Machine Learning & Predictive Modeling LLM Applications & Prompt Engineering Retrieval-Augmented Generation (RAG) Systems API Development & Model Deployment (FastAPI, Docker) Data Analysis & Insight Generation I focus on building practical, scalable solutions that solve real business problems rather than just experiments or prototypes.

🇵🇰Karachi, Pakistan$15/hr100% JSSSince Aug 2024

Earnings and projects

MRR
$295

Last 6 months ÷ 5.7 months active (since May 2026)

World#99,001 / 412k
🇵🇰Country#13,035 / 52.9k
Revenue, last 30 days
$0

Last 6 months: $1.7k

Total earnings
$1.7k

Billed in all: $1.7k

World#348,174 / 412k
🇵🇰Country#42,883 / 52.9k
Per project
$1.7k

$1.7k in the last 6 months

World#86,980 / 412k
🇵🇰Country#6,893 / 52.9k
Projects, last 6 months
1
100% fixed0% hourly
World#128,095 / 412k
🇵🇰Country#22,565 / 52.9k
Projects in all
1
100% fixed0% hourly
World#360,674 / 412k
🇵🇰Country#50,391 / 52.9k

Earnings, last 30 days

$1.7kNothing earned in the last 30 daysBilled in all, before Upwork's fee · drag across the chart to see what was earned in any stretch
$1,680$1,700$1,720$1,740Oct 9Oct 24Nov 8

Skill rankings: Top 19% in Data Science

Ranked by MRR among everyone on Upwork with the skill.

  1. #24Vector Embedding107 freelancers · 🇵🇰 #7Top 22%
  2. #136MLOps468 freelancers · 🇵🇰 #35Top 29%
  3. #603Natural Language Processing2,688 freelancers · 🇵🇰 #175Top 22%
  4. #709LLM Prompt Engineering2,457 freelancers · 🇵🇰 #214Top 29%
  5. #744Data Science3,842 freelancers · 🇵🇰 #145Top 19%
  6. #1,313Retrieval Augmented Generation3,618 freelancers · 🇵🇰 #512Top 36%
  7. #2,146Machine Learning8,972 freelancers · 🇵🇰 #461Top 24%
  8. #3,402PostgreSQL12,850 freelancers · 🇵🇰 #811Top 26%