I will build, test, and compare classification models for your data

Algeria

I speak English, Arabic

AI AND ML

I build machine learning models and data pipelines using Python, My work includes cleaning and preparing raw data, training predictive models, and building LLM-powered agents that automate real tasks...
About this Gig

Have a classification problem but not sure which model actually fits your data?


I build, train, and compare multiple classification models on your data

not just one popular algorithm then evaluate them on unseen data using

the metrics that fit your problem (precision, recall, F1, or others).


What's included:


  • Data preprocessing and feature engineering
  • Training and comparison of multiple suitable models
  • Evaluation on unseen test data with relevant metrics
  • Final trained model, source code, and a short performance report


I work with numerical, categorical, and text data binary, multiclass, or

multilabel classification.


A recent example: I built a phishing-email classifier on 108K+ emails

(project name: FoxLens, live demo on Streamlit). Rather than reporting

accuracy alone, I stress-tested it, traced a real weakness (over-reliance

on link presence) back to the training data, and documented it publicly

the same standard I apply to every project: a working model, a meaningful

evaluation, and an honest account of where it may struggle.


Need deployment or API integration? Happy to scope that separately.

Expertise:

Classification

Predictive analysis

Programming language:

Python

Other

Frameworks:

Scikit-learn

Panda

Other

Tools:

Jupyter Notebook

Excel

My Portfolio