Door categorieën bladeren
Ontdekken
Fiverr Pro
Nederlands
$
USD
I will build xgboost ml model, predictive analytics, feature engineering, model tuning
Python, Elasticsearch, Neo4j, Grafana, Logstash, Solr, ClickHouse, RAG, LLM, AI
I’m a Senior AI Engineer & Data Scientist specializing in Python, AI/ML, Data Engineering, and intelligent automation, helping businesses turn complex data into scalable, production-ready solutions.
...
Over deze dienst
Project Description:
I developed an XGBoost-based machine learning solution for predictive analytics, focusing on accurate and scalable business predictions. Built the end-to-end modeling workflow including data preprocessing, feature engineering, feature selection, model training, cross-validation, hyperparameter tuning, and performance evaluation. Used model explainability techniques to identify key drivers behind predictions and support data-driven decisions.
Tech Stack:
Python, XGBoost, Scikit-learn, Pandas, NumPy, SHAP, MLflow, Jupyter, Matplotlib, Seaborn, AWS
Business Impact:
- Improved predictive accuracy through advanced feature engineering and hyperparameter optimization.
- Automated data-driven predictions and reduced manual analytical effort.
- Identified key factors influencing business outcomes through model explainability.
- Improved model stability and generalization using cross-validation and robust evaluation.
- Enabled faster, more informed business decisions using predictive insights.
- Created a reusable ML framework that can be integrated into production workflows.
