7 Data Science Agent

This section discusses how to get started with Data Science Agent in Oracle Machine Learning UI.

Topics:

• Data Science Agent
  Data Science Agent is an intelligent built-in conversational chatbot integrated with Oracle Machine Learning UI included in your Oracle Autonomous AI Database subscription. You must provide the LLM, whether from a third-party AI provider, OCI GenAI Service, or one you privately host. You can run many common data science workflows, including discovery, exploration, preparation, model training, evaluation, and supported scoring workflows, using natural language.
• Data Science Agent Concepts
  Here is a list of key concepts and terms commonly used in Data Science Agent.
• Key Highlights of Data Science Agent
  Data Science Agent offers a range of powerful features designed to streamline data science workflows. The key features include:
• Best Practices for using Data Science Agent
  Follow these best practices to maximize the benefits of Data Science Agent.
• Data Science Agent: Sample Prompts and Outputs
  Here are some sample prompts and outputs related to various machine learning domains on which you may have conversations with Data Science Agent.
• Prerequisites to use Data Science Agent
  To use Data Science Agent, you must have the following:
• Limitations of Data Science Agent
  While Data Science Agent offers numerous benefits, there are certain limitations that may impact its use in specific scenarios.
• Access Data Science Agent
  You can access Data Science Agent directly from Oracle Machine Learning UI home page.
• Create an OCI Generative AI Credential and AI Profile
  An AI credential stores authentication details used by the database to access the selected AI provider or related cloud resources. The AI credential comprises information such as user_ocid, tenancy_ocid, private_key and fingerprint. An AI Profile is information about a user and their attributes, such as provider, credential_name, and object_list.
• Manage Data Science Conversations
  The Data Science Agent Conversations page lists all the conversations you created. Here, you create and manage conversations.
• Use Data Science Agent Chat Interface
  On the Data Science Agent chat interface, you interact with the agent for all machine learning and data science related questions.
• Example of a Conversation with Data Science Agent
  This example demonstrates how Data Science Agent supports a data analyst in exploring a dataset, and in building and evaluating a machine learning model. It also shows the effectiveness of Natural Language to SQL (NL2SQL) in Data Science Agent.
• Known Issues in Data Science Agent
  Learn about the issues you may encounter when using Data Science Agent in Oracle Machine Learning UI on Oracle Autonomous AI Database and their possible workarounds.