Exploratory data analysis
- Revealing key data structures and correlations
- Hypothesis testing and data visualization
- Selection of the most important variables
Predictive analytics
- Time series forecasting models
- Building recommendation systems
Clustering and classification models
- Identification of the most valuable customers
- Client base segmentation
- Building management dashboards with alert notifications
- Churn prediction
Machine learning
- NLP models for text processing tasks
- Neural networks for regression and classification tasks
- Convolutional neural networks and pattern recognition
