Step 3 : Model Registry

  • Once a dataset is trained we can import the model in Model Registry.
  • A model registry is used to store version trained machine learning models. It is a type of repository..
  • Here, all the models with their version type is displayed.
  • Click on Name of model which we havwe assign while training i.e. Titanic.

Fig 10: Model Registry

Build, Test, and Deploy Model With AutoML

The term “Automated Machine Learning,” or “AutoML,” refers to a set of tools and methods used to speed up the creation of machine learning models. It automates a variety of processes, including model evaluation, feature selection, hyperparameter tweaking, and data preparation. By automating the intricate and time-consuming processes involved in model creation, AutoML platforms hope to make machine learning accessible to people and businesses without a strong background in data science.

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Build, Test, and Deploy Model With AutoML

Here I will use Vertex AI in Google Cloud Platform to demonstrate the AutoML....

Step 3 : Model Registry

Once a dataset is trained we can import the model in Model Registry. A model registry is used to store version trained machine learning models. It is a type of repository.. Here, all the models with their version type is displayed. Click on Name of model which we havwe assign while training i.e. Titanic....

Step 4: Evalute

Version Type is written. If we have same models of different versions we can change it by clicking on Versions. We, can create Evaluation report of different models to see which version is more accurate. It will produce visualize output....

Step 5: Deploy and Test

An endpoint refers to an API (Application Programming Interface) that allows you to interact with your deployed machine learning model. It provides a way for external applications, services, or users to send data to the model for inference (making predictions or classifications) and receive the model’s responses. Click on Deploy & Test -> Deploy to Endpoint. Container creation is needed in Manual ML....