DataRobot
DataRobot is an AI platform that businesses can use to build, deploy, and manage machine learning models. It is cloud-based, meaning it operates on the internet instead of on a physical computer. It can be used for:
- Build machine learning models: DataRobot helps you build machine learning models using different tools and features. These include automated feature engineering, model selection, and hyperparameter tuning.
- Deploy machine learning models: DataRobot helps you use machine learning models easily with tools like model monitoring and explainability.
- Manage machine learning models: DataRobot helps you handle machine learning models by offering different tools and features. These include version control and model lineage.
- Automated feature engineering: Automated feature engineering is when DataRobot uses AI to transform raw data into features that can be used to train machine learning models. This can help businesses save time and effort, and it can make machine learning models more accurate.
- Model selection: DataRobot uses artificial intelligence (AI) to choose the most suitable machine learning models for a specific job. To make it easier to understand, you can do this by thinking about different things like how big and complicated the information is, how precise you want it to be, and what resources you have.
- Hyperparameter tuning: DataRobot uses artificial intelligence to adjust the settings of machine learning models. This can make machine learning models more accurate and efficient.
- Model monitoring: Model monitoring is a process where DataRobot uses artificial intelligence (AI) to keep an eye on machine learning models. The purpose is to make sure that the models are performing well and giving accurate results. This can assist businesses in spotting issues with machine learning models at an early stage, and it can ensure that machine learning models are functioning as anticipated.
- Model explainability: Model explainability is the process of understanding how machine learning models make predictions. DataRobot utilizes artificial intelligence (AI) to provide explanations for these predictions. This can help businesses understand why machine learning models make certain predictions, and it can help businesses trust the results of machine learning models.
