Data Science / Machine Learning Solutions
Sibay can help in each stage of adding Machine Learning solutions to your software products by providing expertise, guidance, and support.
- Problem Definition: We help define the problem to be solved, assist in identifying the business requirements, and assess the feasibility of the proposed solution.
- Data Preparation: We identify the data sources required for the ML solution, assist in cleaning and preprocessing data, and help select appropriate tools and technologies for data transformation.
- Model Training: We help identify the appropriate algorithms for the problem at hand and optimize hyperparameters to improve model performance. We assist in building and validating the model and provide guidance on how to interpret and evaluate the results.
- Model Deployment: We help deploy the ML model to the production environment, ensure that it is integrated with other systems as required, and provide guidance on how to manage and monitor the model.
- Model Monitoring and Maintenance: We monitor the performance of the deployed model, provide recommendations for optimizing the model, and assist in updating the model as required to improve its performance.
- Scaling: We assist in scaling the ML model to handle larger volumes of data, optimize the infrastructure and environment, and provide guidance on how to maintain the scalability of the solution.