Machine Learning Expert. Back End Developer. Teacher.

Hi, I'm Allan. I build back ends, train models, and explain both without making you cry.

Founder of Scape AI and Scape Data Solutions. Machine learning is my specialty, Django back ends are my daily bread, and teaching keeps me honest. From Sirisia, Bungoma to a Toptal profile.

Email me Scape AI Scape Data Solutions

Allan Simiyu Waliaulah in a charcoal suit and maroon tie
40%faster credit decisions, once I taught Python to do the boring part
1,291projects forecast to cut emergency callouts by 18%
3 yrslabeling images and text so models could learn (now I build them)
2020the year Scape Data Solutions started, with one employee: me

The short version

Allan Simiyu Waliaulah grew up in Sirisia, Bungoma, studied mathematics at Machakos University, and completes his master's in Financial Engineering at WorldQuant University in November 2026. He is a consultant on Toptal, runs Scape Data Solutions as Managing Director, and founded Scape AI.

He is a machine learning specialist, a back end developer and a teacher, and has worked in finance, telecoms and tech. The thread through all of it is simple: take a messy pile of data, make a model that works, and ship it so someone actually uses it.

  • Born in Sirisia, Bungoma.
  • Speaks English and Swahili, and Python.
  • Maths graduate who now argues with matrices for a living.
  • Started a company in 2020, then another: Scape AI.
  • Still finds a clean dataset more satisfying than a sunset.

What I'm best at: machine learning

Recommender systems

My favorite. "People who bought this also bought that" is basically mind reading with a spreadsheet. I built an item-to-item recommender from views, carts and purchases, and it skips what you already bought.

Computer vision

Computers are bad at seeing. I know, because I spent years drawing boxes around bikes, shelves and scans to teach them. Now I build with OpenCV and PyTorch.

Language and text

Cleaning messy text, tagging it, and making sense of it with spaCy, NLTK and LLM fine-tuning.

Models that touch money

Credit scoring, fraud flags, forecasting. When a model is wrong here, someone notices fast.

Try my recommender system

Your basket

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Real item-to-item cosine similarity, computed live in your browser.

Back end developer, properly

APIs and services

Django and REST back ends built to be used by real apps. Scape Data Intelligence powers lead generation, data enrichment, property intelligence, jobs, projects and user management.

Money logic

CashSpace covers the full loan lifecycle: applications, credit workflow and repayments, on Django, PostgreSQL and REST.

Databases and data pipelines

PostgreSQL, MySQL, Supabase, Firebase, Azure Data Factory and Microsoft Fabric, so the data arrives clean and on time.

Shipping it

Vercel, AWS, Cloudflare, Terraform, Git and Linux. If it works on my laptop, I make sure it works on yours too.

Read the back end code

Teacher and tutor

Maths and statistics tutor, 2019 – 2023

High school and college students on Studypool, with lesson plans, practice exams and Python to see where each student was stuck.

Data skills, home and online

On TeacherOn in Nairobi: data analytics, Power BI dashboards, Excel, Access, SQL and SPSS, one-to-one at your place or online.

Why I teach

Every model I build has to be explained to someone. Tutoring is where I learned to do that without anyone crying.

Book a lesson

Where I've worked

  1. Present

    Founder

    Scape AI

    Founded Scape AI, live at ai.scapedatasolutions.com, the AI venture that sits alongside Scape Data Solutions.

  2. 2026 – Present

    Managing Director

    Scape Data Solutions

    Promoted to lead operations, client delivery and team growth across data engineering, BI, predictive analytics and custom AI for finance, healthcare, retail and manufacturing.

  3. Contract

    Data Science & Financial Engineering Consultant

    Toptal

    Turns complex data and financial problems into scalable systems: modeling, ML, automated reporting, pipelines, dashboards and Django apps.

  4. 2020 – 2026

    Founder & CEO

    Scape Data Solutions

    Grew a solo venture into a full-stack data and AI consultancy with a team spanning web, mobile, cloud, databases and analytics.

  5. 2026 – Present

    Financial Engineer & Statistical Analyst

    Maruway Networks

    Modeled the UNICEF Giga Kajiado project with 5-year ROI. Cut emergency callout costs 18% with forecasting across 1,291 projects. Held gross margins above 35%.

  6. 2025 – Present

    Credit Analyst

    Envestreet Financial

    Automated ratio, cash flow and risk scoring in Python and Excel for 40% faster turnaround. Assessed 100+ applications a month on portfolios above KES 50M.

  7. 2024 – Present

    AI Data Analyst & Software Development Specialist

    TELUS Digital

    Evaluates AI outputs and search quality against strict guidelines.

  8. 2024 – 2025

    Statistical Analyst

    Mwango Capital

    Delivered 15+ research and analytics engagements, with Python and SQL automation and executive dashboards.

  9. 2023 – 2026

    AI Software Development Specialist

    Turing

    Reviewed and evaluated AI-generated Python for correctness, efficiency and edge cases.

  10. 2023 – 2024

    Fraud Detection Analyst

    Financial Academy & Technologies Ltd

    Investigated 20–40 alerts weekly and introduced risk-based alert prioritization.

  11. 2020 – 2023

    AI Training Contractor

    Remotasks, Aligner, Outlier

    Computer vision and NLP annotation, RLHF feedback and peer review.

  12. 2019 – 2023

    Mathematics Tutor

    Studypool

    Taught high school and college mathematics and statistics.

Things I've built (code included)

Toolbox

Languages

  • Python
  • SQL
  • JavaScript
  • TypeScript
  • Bash
  • Java
  • Rust
  • PHP
  • HTML
  • GraphQL

ML & Data

  • Scikit-learn
  • PyTorch
  • XGBoost
  • OpenCV
  • spaCy
  • NLTK
  • Pandas
  • NumPy
  • Plotly
  • LLM fine-tuning

BI & Analytics

  • Power BI
  • Tableau
  • QlikView
  • Excel (macros
  • add-ins)
  • Jupyter
  • Google Analytics

Frameworks

  • Django
  • React
  • Next.js
  • Node.js
  • Laravel
  • Tailwind CSS
  • Flutter
  • React Native
  • ASP.NET

Data & Cloud

  • PostgreSQL
  • MySQL
  • Azure Data Factory
  • Microsoft Fabric
  • AWS
  • Supabase
  • Firebase
  • Vercel
  • Cloudflare
  • Terraform
  • Git
  • Linux

Domains

  • Financial modeling
  • derivative pricing
  • stochastic and risk modeling
  • credit analysis
  • fraud detection
  • forecasting
  • recommendation systems
  • NLP

School

Master's, Financial Engineering

WorldQuant University, completing November 2026

Bachelor's, Mathematics

Machakos University, 2017 – 2023

ALX Full Stack Data Scientist

ALX Africa, 2024 – 2025

Find me online