Portrait of Abdul Kousa

Abdul Kousa AI & Data Consultant

Passionate about data. Analyzing trends. Building models. Connecting tech with business needs.

Latest

New projects and articles, as they're added.

Selected projects

A mix of personal and academic projects.

Financial analytics · coming soon

Personal Finance & Investment Analytics

Building a personal platform for monitoring investments, organising financial data and exploring AI-assisted insights. A public case study is in preparation.

Case study coming soon

Academic projects

Smartphone usage forecasting project visual
Master's thesis · 2022

Forecasting Smartphone App Usage

Built a multivariate time-series deep learning model using behavioural data from more than 12,000 users to forecast app usage.

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IMDb sentiment classification project visual
NLP & MLOps · 2022

IMDb Sentiment Classifier

Used BERT and Hugging Face Transformers to classify film-review sentiment, with attention to the model development workflow.

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Mobile app behaviour analysis project visual
Time series · 2022

Understanding Changes in Mobile App Usage

Analysed smartphone behaviour and compared forecasting methods to understand trends and changes in app usage.

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Deep learning image colorization project visual
Computer Vision · 2021

Deep Learning Image Colorization

Explored neural network architectures for turning grayscale images into plausible colour images, comparing reconstruction quality and perceptual similarity.

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New York City car collision prediction project visual
Machine Learning · 2021

New York City Car Collision Prediction

Combined collision records, weather and speed-limit data to explore road safety patterns and model accident severity.

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Writing

Thoughts on AI, data and putting ideas into practice.

Writing · Engineering reflections

Lessons from Python, Pandas, and Git

Three lessons about writing understandable code, trusting data, and building things that others can maintain.

· 5 min read · Experience sharing

Let's connect.

Interested in exchanging ideas on applied AI, data engineering or building useful technology?