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Ayesha S.

Ayesha S.

AI & Machine Learning Engineer · Mid-Level

Pakistan · Rate on request

Professional Overview

I'm a Computer Science undergraduate at UAJK (expected 2027) with completed coursework in statistics and data mining and hands-on Python experience (Pandas, NumPy, Scikit-learn, Matplotlib, Seaborn). To practice evaluating AI output, I wrote 20 statistics problems with step-by-step reference solutions, ran them through an LLM, and graded every answer. The model scored 19/20 (95%, 95% Wilson CI 76.4% to 99.1%), and I documented the incorrect answer and its error type. The responses, grading data, and code are public on my GitHub. I also built a 4-agent LangChain document-processing pipeline (DocuFlow) and ML classification pipelines comparing Decision Tree, SVM, and Random Forest models. I write technical articles on AI concepts and bring clear, structured written communication to model evaluation work.

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.

Data Science & Analytics

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

Automation & AI Workflows

Build intelligent automation pipelines, integrate AI APIs into existing tools, and replace manual workflows with agentic AI systems.

NLP & Prompt Engineering

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

Current location

Pakistan

Time Zone

Karachi UTC+5

Primary Work Language

English

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