You will get Build a Custom ML Model with Business Insights & Executive Report
Project details
You have data. You need to know what it predicts — and what
to do about it.
I build production-ready machine learning models that answer
real business questions: which customers will churn, which
loans are risky, which products will sell, which segments
need attention.
What makes my work different: I don't just hand you a model
— I hand you a decision. Every delivery includes a plain-language
insights report and a clear recommendation, not just code and metrics.
Proven results:
• Churn model for energy utility (BCG framework) — reframed
client hypothesis, XGBoost Precision = 0.96
• Financial health classifier for 9,600 SMEs across Southern
Africa — F1 = 0.82, deployed scoring API
• Internet uptake prediction for Togo national survey —
ROC-AUC = 0.86, guiding government infrastructure investment
You send me your data and your business question.
I send you back a model, the insights, and the recommendation.
Fast. Clear. Actionable.
to do about it.
I build production-ready machine learning models that answer
real business questions: which customers will churn, which
loans are risky, which products will sell, which segments
need attention.
What makes my work different: I don't just hand you a model
— I hand you a decision. Every delivery includes a plain-language
insights report and a clear recommendation, not just code and metrics.
Proven results:
• Churn model for energy utility (BCG framework) — reframed
client hypothesis, XGBoost Precision = 0.96
• Financial health classifier for 9,600 SMEs across Southern
Africa — F1 = 0.82, deployed scoring API
• Internet uptake prediction for Togo national survey —
ROC-AUC = 0.86, guiding government infrastructure investment
You send me your data and your business question.
I send you back a model, the insights, and the recommendation.
Fast. Clear. Actionable.
Machine Learning Tools
Apache Spark, Databricks MLflow, Keras, MLflow, NLTK, NumPy, pandas, Python, Python Scikit-Learn, PyTorch, scikit-learn, Scrapy, SQL, TensorFlow, XGBoostWhat's included
| Service Tiers |
Starter
$120
|
Standard
$250
|
Advanced
$500
|
|---|---|---|---|
| Delivery Time | 3 days | 6 days | 10 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 3 | 5 |
Number of Scenarios | 1 | 2 | 3 |
Number of Graphs/Charts | 3 | 6 | 10 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code |
Optional add-ons
You can add these on the next page.
Executive Presentation (PowerPoint)
(+ 2 Days)
+$50
FastAPI/Flask Deployment
(+ 2 Days)
+$80Frequently asked questions
About Josue
Data & AI Engineer | Business Analytics ML Models Systems Agents
Casablanca, Morocco - 2:05 pm local time
I'm a Data & AI Engineer with hands-on experience turning raw
datasets into decisions that actually move businesses forward.
Here's what I deliver:
→ Predictive models that answer real business questions
(customer churn, financial health scoring, demand forecasting)
→ End-to-end analytics pipelines
(data ingestion, transformation, KPI datasets ready for reporting and Executive dashboards)
→ AI & RAG systems for document intelligence
(financial filings, HR data, knowledge bases powered by LLMs)
Recent work includes:
- Churn diagnosis for an energy utility (BCG framework) — reframed
the client hypothesis, delivered targeted retention recommendation
- Financial intelligence system analyzing 34 companies × 3 years
of SEC filings via hybrid RAG answers complex questions in seconds
- SME financial health classifier for 9,600 businesses across
Southern Africa — F1 = 0.82, deployed FastAPI scoring API
Stack: Python · SQL · Pandas· Matplotlib· Scikit learn · XGBoost · LangChain ·CrewAI· Power BI ·
Azure Databricks · FastAPI · dbt · Airflow
I work fast, communicate clearly, and always deliver with
the business question front and center not just the code.
Let's talk about your project.
Steps for completing your project
After purchasing the project, send requirements so Josue can start the project.
Delivery time starts when Josue receives requirements from you.
Josue works on your project following the steps below.
Revisions may occur after the delivery date.
Data Audit & Scoping
I review your dataset, check data quality, identify missing values, and confirm the ML problem type (classification, regression, clustering). I'll send you a brief summary and confirm scope before starting.
Feature Engineering
I clean the data, create relevant features, handle imbalances, and prepare a leakage-free pipeline ready for modeling.