Welcome

Alex Mirugwe

Data Scientist Specializing in
Machine Learning | Deep Learning | Health Informatics

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About

Profile Picture of Alex Mirugwe

About Me

As a highly skilled Data Scientist with over four years of experience, I specialize in developing and deploying machine learning solutions that significantly impact healthcare outcomes, particularly in HIV, Cancer, Tuberculosis, and public health emergencies. I have successfully utilized data-driven methodologies to improve patient outcomes and public health responses.

My Vision

My work is driven by a vision to harness the power of AI and data science to transform conventional health systems into dynamic, adaptive, and intelligent health ecosystems that proactively respond to the needs of communities, particularly in resource-constrained settings. My goal is to create a resilient infrastructure that elevates healthcare service delivery, accelerates disease prevention, and enhances the impact of diagnosis and treatment. By integrating cutting-edge technology with a deep understanding of public health challenges, I strive to lead initiatives that drive sustainable health outcomes and revolutionize how we address complex health issues globally.

Core Expertise

  • Machine Learning
  • Deep Learning
  • Natural Language Processing
  • Health Informatics
  • AI in Medical Imaging
  • Geospatial Modelling
  • Time-Series Analysis
  • Data Analytics & Visualization

Skills

  • Python
    90%
  • R
    95%
  • SQL
    70%
  • PowerBI
    60%
  • LaTeX
    80%
  • Scikit-Learn
    85%
  • TensorFlow
    80%
  • OpenCV
    60%
  • Keras
    70%
  • AWS
    45%
  • MLFlow
    50%
  • LangChain
    50%
  • GIT
    90%
  • PyTorch
    90%
Resume

Work Experience

Data Scientist

April 2022 - Present

Makerere University School of Public Health (METS-CDC Project)

  • Developed a machine learning model to predict HIV patient dropout, enabling proactive interventions.
  • Designed a deep learning algorithm for cervical cancer screening, improving accuracy and early detection.
  • Created a patient matching algorithm to reduce HIV patient data duplicates by 4.8%.
  • Supported Ebola outbreak response with statistical analysis in September 2022.
  • Conducted sentiment analysis on Ebola social media data to inform risk communication.

Assistant Lecturer

January 2022 - Present

Faculty of Science, Victoria University, Kampala

  • Taught courses including Python, Machine Learning, and AI.
  • Developed course materials and assignments to enhance learning.
  • Contributed to curriculum development for Software Engineering and Blockchain programs.

Tutor

Jan 2021 - Sept 2021

Department of Computer Science, University of Cape Town

  • Supervised lab sessions on machine learning topics like regression and SVMs.
  • Prepared instructional materials to enhance understanding.
  • Guided students on projects and collaborated on course content.
Portfolio

Projects showcasing expertise in machine learning, deep learning, computer vision, and NLP, with applications in healthcare and ecology.

Cervical Cancer Screening Project Image

Cervical Cancer Screening

Developed a deep learning algorithm to enhance cervical cancer screening accuracy in Uganda.

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Encryption and Decryption Project Image

Encryption and Decryption

Implemented AES and RSA algorithms for secure data protection.

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Sentiment Analysis Project Image

Sentiment Analysis

Applied deep learning to analyze public sentiment on social media during the Ebola outbreak.

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Patient Matching Algorithm Project Image

Patient Matching Algorithm

Developed an algorithm to deduplicate HIV patient data, reducing duplicates by 4.8%.

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Webcam Bird Detection Project Image

Webcam Bird Detection

Built a deep learning model for automated bird detection from webcam images.

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Recommendation Systems Project Image

Recommendation Systems

Developed machine learning-based recommendation systems for personalized content.

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Services

Consultancy

Leverage AI technologies like machine learning and NLP to enhance healthcare services.

Data Analysis

Extract insights from diverse datasets with analytical reports and dynamic dashboards.

Data Mining

Use advanced statistical and ML techniques to gain predictive insights.

Training

Comprehensive training in statistics, data analysis, and machine learning with R and Python.

Publications
Blogs

My Substack Articles

Explore my latest thoughts and insights on data science and AI.

Why Skipping the Basics in AI Creates Pseudo-Experts

June 24, 2025

AI tools are ubiquitous, but many overlook the basics and end up with a superficial understanding. In this piece, I explain why that matters and how to build real expertise.

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AI Panic: Why Strategy Must Come Before Hype

June 12, 2025

I have been seeing too many teams and organizations dive into AI without a clear plan - no defined use cases, no ROI thinking, just fear of missing out. That kind of rush usually ends badly. Wrote this article to unpack why hype isn’t enough and what real strategy looks like.

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Where is Africa in the AI Conversation?

February 17, 2025

I Africa is missing from the global AI revolution. Why? What can be done? Read my latest article on the challenges and opportunities for AI in Africa.

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OpenAI's 5-Gigawatt Data Centers: A Technological Marvel or an Energy Crisis in the Making?

October 7, 2024

OpenAI’s ambitious proposal to build 5-to-7 massive 5-gigawatt data centers! I explore what this means for AI development, global energy use, and sustainability. Could this redefine the tech landscape?

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Contact

Connect With Me

I’m open to questions, ideas, or collaboration opportunities. Reach out to discuss how I can help you achieve your goals.

Location

Plot 20A Kawalya Kaggwa Close
Kololo Kampala
Uganda

Email

mirugwealex@gmail.com
amirugwe@musph.ac.ug

Phone

Phone: (+256) 701 120534
Mobile: (+27) 73 706 2534