![pink acquia droplet with a plus sign in the lower right corner and the words "add on" to the right of it](/sites/default/files/styles/wysiwyg_small_logo_desktop/public/media/image/2023-08/Add%20On_MLS_by_acquia.png?itok=TGqiQcza)
Machine Learning Studio
Boost marketing ROI with improved predictions, precise personas, and targeted personalization for better outcomes and revenue growth.
![pink acquia droplets with product screenshots from Acquia CDP coming out of them](/sites/default/files/styles/flex_header_desktop/public/media/image/2023-08/Add%20On_Machine%20Learning_Hero.png?h=a6f82ae8&itok=SVIPfNC-)
![pink acquia droplets with product screenshots from Acquia CDP coming out of them](/sites/default/files/styles/flex_header_desktop/public/media/image/2023-08/Add%20On_MLS_Hero_Mobile.png?h=03155992&itok=UuY9VJse)
![pink acquia droplets with product screenshots from Acquia CDP coming out of them](/sites/default/files/styles/flex_header_desktop/public/media/image/2023-08/Add%20On_MLS_Hero_Mobile.png?h=03155992&itok=UuY9VJse)
![image of two people talking surrounded by pink droplets](/sites/default/files/styles/text_with_floating_image_desktop/public/media/image/2023-06/Machine%20Learning_Use%20Case%201.png?h=8538e7e6&itok=0VZWKnGR)
Machine Learning Models
Data Science teams can build custom machine learning models using Python and SQL SDKs in a fully managed development environment.
Discover the real-world applications of Machine Learning
![image of two people talking around a computer surrounded by pink droplets](/sites/default/files/styles/text_with_floating_image_desktop/public/media/image/2023-06/Machine%20Learning_Use%20Case%202.png?h=8538e7e6&itok=JnbNswWR)
Calculated Attributes
Data Analyst teams can build their own custom calculated attributes in the CDP with Snowflake SQL.
Take the first steps towards predictive insights
![image of a person at a computer surrounded by pink droplets](/sites/default/files/styles/text_with_floating_image_desktop/public/media/image/2023-06/Machine%20Learning_Use%20Case%203.png?h=8538e7e6&itok=m4b9YbM2)
Models and Calculations
Marketing teams can surface and rename the output of ML model scores or custom calculations in the CDP, then use them anywhere for campaigns or analytics to build data driven customer experiences.
See Machine Learning Studio in action
![image of a person at a computer surrounded by pink droplets](/sites/default/files/styles/text_with_floating_image_desktop/public/media/image/2023-06/Machine%20Learning_Use%20Case%204.png?h=8538e7e6&itok=q82LKnph)
Advanced Data Exploration
Data teams can leverage a mix of SQL and Python code, as well as out-of-the-box libraries for advanced data exploration, profiling, trend analysis, and elaborate data reporting and visualization.
Ready to transform your customer data?
Endless Capabilities for Your Team
![credentials icon](/sites/default/files/styles/content_grid_36px_width/public/media/image/2022-09/Frame%20400982.png?h=8adca28b&itok=IcYe7k1c)
Direct Access
Manage the whole CDP data layer for data reads and data persistence.
![3 rings inside of eachother](/sites/default/files/styles/content_grid_36px_width/public/media/image/2023-03/Icon_Feature_Centralize.png?h=2f293b25&itok=6rGwMoVY)
Centralized Management
Self service Jupyter notebook environment for data teams.
![scale icon](/sites/default/files/styles/content_grid_36px_width/public/media/image/2022-09/external-link.png?h=8adca28b&itok=G87aNihv)
Scalable
Elastic ML infrastructure for large data volume and efficient data processing.
![Upload Cloud Icon](/sites/default/files/styles/content_grid_36px_width/public/media/image/2022-09/upload-cloud.png?h=2f293b25&itok=AvKKDKqS)
Pre-installed SDK
Ease interaction with CDP data/managing models and calculations.
![list icon](/sites/default/files/styles/content_grid_36px_width/public/media/image/2022-09/list.png?h=2f293b25&itok=XHTBS-IN)
Platform-level Functions
Direct access to platform-level functions such as custom model refresh and the ability to customize display elements.
Additional Resources
![navy background with blue droplets and text that reads report](/sites/default/files/styles/content_grid/public/media/image/2023-06/Resource%20Card%20Header_Report_Blue_Pattern%201.png?h=e9936d57&itok=T5dVoo2W)
![navy background with pink acquia droplets and text that says E-Book](/sites/default/files/styles/content_grid/public/media/image/2023-06/Resource%20Card%20Header_Ebook_Pink2.png?h=e9936d57&itok=7CW5REzU)
![navy background with blue droplets and text that reads blog article](/sites/default/files/styles/content_grid/public/media/image/2023-03/Resource%20Card%20Header_Blog%20Article_Blue.png?h=e9936d57&itok=19F-tQGv)
![navy background with blue droplets and text that reads blog article](/sites/default/files/styles/content_grid/public/media/image/2023-06/Resource%20Card%20Header_Blog%20Article_Blue_Pattern%202.png?h=e9936d57&itok=EPTGX-_o)