I will build custom in depth machine learning solutions

Please contact me before placing an order to tailor services to your needs.

Expert Machine Learning Services Offered:

1. Data Preparation:

• Exploratory Data Analysis (EDA): Advanced visualisations and in-depth analyses.
• Data Cleaning & Preprocessing: Handles skewness, correlations; advanced feature engineering available and more.
• Dimensionality Reduction: PCA or LDA to reduce data size and enhance efficiency.

2. Model Development:

• Flexible Model Selection: Tailored to your specific needs, including extensive options upon request.
• Optimisation & Enhancement: Utilisation of Optuna for rigorous model optimisation.
• Model Interpretability Analysis: Available analysis using InterpretML and SHAP for clear model decisions.

3. Advanced Ensemble Techniques:

• Blending/Stacking: Combining models to enhance prediction accuracy.

4. Deployment Solutions:

• Docker Image Creation: Packages models for smooth deployment.
• API Integration: Assures seamless application integration.
• Cloud Deployment: Offers scalable deployment on Google Cloud Run.

Supported Models:

• Linear Regression
• Elastic Net, Lasso, Ridge Regression
• K-Nearest Neighbors (KNN)
• Support Vector Machines (SVM)
• Random Forests
• XGBoost
• LGBM