You will get a fully balanced, cleaned, and optimized dataset


Project details
You will get a complete and professional solution for handling imbalanced datasets using state-of-the-art techniques such as SMOTE, ADASYN, SMOTE-ENN, SMOTE-Tomek Links, Random Oversampling, and intelligent undersampling strategies.
I focus on delivering high-quality, production-ready preprocessing that significantly boosts model stability, fairness, and predictive performance. Whether your project involves classification, anomaly detection, or rare-event modeling, I apply the right balancing technique based on your data’s structure and business objective.
The work you receive is clean, well-documented, and ready for immediate integration into any ML pipeline.
I focus on delivering high-quality, production-ready preprocessing that significantly boosts model stability, fairness, and predictive performance. Whether your project involves classification, anomaly detection, or rare-event modeling, I apply the right balancing technique based on your data’s structure and business objective.
The work you receive is clean, well-documented, and ready for immediate integration into any ML pipeline.
Machine Learning Tools
Accord.NET Framework, Amazon SageMaker, AnyLogic, Apache Mahout, Apache MXNet, Apache Spark, Apache Spark MLlib, ArcGIS, Azure Machine Learning, BERT, Chainer, Databricks Platform, Deeplearning4j, GitHub Copilot, Google Data Studio, H2O, KNIME, MATLAB, Microsoft CNTK, Microsoft Power BI, Minitab, NLTK, NumPy, Open Neural Network Exchange, OpenCVWhat's included
| Service Tiers |
Starter
$18.99
|
Standard
$39.99
|
Advanced
$69.99
|
|---|---|---|---|
| Delivery Time | 2 days | 3 days | 5 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 2 | 2 |
Number of Scenarios | 1 | 2 | 3 |
Number of Graphs/Charts | 1 | 3 | 5 |
Model Validation/Testing | - | ||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code |
Optional add-ons
You can add these on the next page.
Full Technical Report
(+ 1 Day)
+$19.99
Optimization for ML Model
(+ 1 Day)
+$14.99Frequently asked questions
About Mohamed Ghassen
AI Engineer
Menzel Bourguiba, Tunisia - 2:40 am local time
I work best on projects involving:
Machine Learning & Deep Learning models
Natural Language Processing (NLP) (information extraction, text analysis)
Data analysis, feature engineering, and predictive modeling
AI-powered backend systems and APIs
Full-stack AI applications (React, Node.js, MongoDB)
I combine strong engineering fundamentals with a research-oriented mindset, ensuring solutions are not only functional but also accurate, optimized, and production-ready. I focus on clean code, clear communication, and delivering real business value.
If you need an AI solution that works — not just a model — I’m ready to help.
Steps for completing your project
After purchasing the project, send requirements so Mohamed Ghassen can start the project.
Delivery time starts when Mohamed Ghassen receives requirements from you.
Mohamed Ghassen works on your project following the steps below.
Revisions may occur after the delivery date.
Requirement Review
I examine your dataset, target variable, and project goal.
Data Assessment
I analyze class distribution, imbalance ratios, feature types, and model constraints.




