ai-accelerators

ai-accelerators

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DataRobot AI Accelerators are code-first workflows to speed up model development, deployment, and time to value using the DataRobot API. The accelerators include approaches for specific business challenges, generative AI, ecosystem integration templates, and advanced ML and API usage. Users can clone the repo, import desired accelerators into notebooks, execute them, learn and modify content to solve their own problems.

README:

DataRobot AI Accelerators are repeatable, code-first workflows designed to help speed up model development, deployment and time to value using the DataRobot API.

🤔 Finding the Accelerator you need

Section Details
Use Cases and Horizontal Approaches Applied approaches to specific business challenges and general frameworks for broad classes of machine learning problems
Generative AI All things generative + predictive AI
Ecosystem Integration Templates Boilerplate templates to for end-to-end API workflows between DataRobot and our ecosystem partners like Snowflake, GCP, Azure, AWS, etc.
Advanced ML and API Approaches Advanced usage of the DataRobot API you can inject in to your experiment workflow

📹 Youtube

Follow our channel @DataRobot. For more tutorials and demonstrations, checkout the Generative AI + DataRobot and DataRobot AI Accelerators playlists. More videos coming soon!

Install the DataRobot Python Client Package. PyPI - Python Version PyPI

🚀 Getting started

  1. Clone this repo
  2. Import the desired accelerator into your preferred notebook (e.g., jupyter, Kaggle, Databricks Notebooks, Google Colab). We recommend using DR-Notebooks.
  3. Execute the notebook.
  4. Learn and understand the accelerator content.
  5. You should now be able to modify the accelerator to solve your own problem. The easiest place to start is to replace the input data with your own.

❔Support

Please report feedback and problems by opening a Github Issue in this repo. Please note: The code in these repos is sourced from the DataRobot user community and is not owned or maintained by DataRobot, Inc. You may need to make edits or updates for this code to function properly in your environment.

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