ARTI Development

Pipeline

Implementing and automating the procedure to regularly update the model with real-time data.

Model Re-Training

Incremental learning involves training a machine learning model with new data, avoiding the need to retrain the entire model from the beginning. This proves especially beneficial for datasets that undergo constant changes or in situations where storing and processing all the data at once is impractical.

Monitoring

Consistently observe the model's performance and the system's overall health. Detecting any decline in the model's performance or identifying issues with the system is crucial for prompt corrective action. Immediate awareness allows us to take necessary measures in a timely manner.