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Title
Prosus fine-tunes open-source LLMs on Databricks to deploy GenAI across its portfolio companies
…alue of data from Stack Overflow with open source Databricks foundation models, using the MPT-30B LLM for pretraining and fine-tuning. Once they saw there was good value in the data, Prosus used a broader and more…
Description
Prosus, a global technology investor with an applied AI lab of over 600 data scientists, used Databricks to pretrain and fine-tune open-source foundation models like MPT-30B on data such as Stack Overflow content, building conversational GenAI solutions including a Polish-language marketplace model and a Portuguese-language model for a food-delivery investee company. Databricks let Prosus productionize LLMs faster and more cost-effectively across its portfolio without building its own GenAI training infrastructure.
…ive AI represents for their portfolio companies. To accelerate this innovation, Prosus has built a world-class applied AI lab, which brings together more than 600 data scientists across their portfolio. Prosus’ team of AI experts is tasked with enabling their portfolio companies to…
…er for Prosus. Thanks to Databricks, part of the Databricks Data + AI Platform, Prosus is able to productionize models faster — and at a lower cost. This is crucial for scaling the company’s AI/ML efforts to benefit their portf…
Company
Prosus
…es / Prosus CUSTOMER STORY Accelerating innovation with intelligent investments Prosus is one of the world’s largest tech investors. Over the past six years, they have put AI at the heart of their strategic plans…
Industry
Financial Services
…rucial role in enabling us to accomplish so much more.” Share this post Details Industry : Financial Services Use Case : Artificial Intelligence Product : Agent Bricks Ready to get started?…
Problem
Prosus's AI team found that infrastructure complexity and lack of processing power limited its ability to innovate with LLMs, and many cloud platforms on the market were not optimized to train and run its in-house LLMs, while building its own compute clusters was often unreliable and highly resource-intensive to build and maintain.
…. The Prosus AI team was quick to tap into the power of generative AI. However, infrastructure complexity and the lack of processing power limited their ability to innovate with LLMs. They needed an optimized data infrastructure and more processing power to inge…
Solution
Prosus turned to Databricks as a fully managed platform to test and train models at scale, starting with the value of Stack Overflow data on open source Databricks foundation models using the MPT-30B LLM for pretraining and fine-tuning, then using a broader, more diverse dataset to run smaller models, identify points of failure, and retrain, refine and tune models to meet business requirements including conversational chatbot outputs.
…infrastructure, allowing them to focus on model development at scale. To start, they tested the value of data from Stack Overflow with open source Databricks foundation models, using the MPT-30B LLM for pretraining and fine-tuning. Once they saw there was good value in the data, Prosus used a broader and more…
Business value
Databricks let Prosus productionize models faster and at a lower cost, enabling it to deliver AI solutions like a Polish-language online marketplace model and a Portuguese-language food-delivery model to non-English-speaking users across its portfolio companies.
…er for Prosus. Thanks to Databricks, part of the Databricks Data + AI Platform, Prosus is able to productionize models faster — and at a lower cost. This is crucial for scaling the company’s AI/ML efforts to benefit their portf…
Technology
Agent Bricks, MPT-30B
…s post Details Industry : Financial Services Use Case : Artificial Intelligence Product : Agent Bricks Ready to get started? Try Databricks for free Learn more about our product Talk…
AI capabilities
Large Language Models, Generative AI
…alue of data from Stack Overflow with open source Databricks foundation models, using the MPT-30B LLM for pretraining and fine-tuning. Once they saw there was good value in the data, Prosus used a broader and more…
Use case type
Content generation
…f data to further bolster the models they were testing. In this way, they could go beyond simple question-and-answer behavior and into more conversational outputs around less technical questions or explanations to power solutions like chatbot…
Headline outcome
…er for Prosus. Thanks to Databricks, part of the Databricks Data + AI Platform, Prosus is able to productionize models faster — and at a lower cost. This is crucial for scaling the company’s AI/ML efforts to benefit their portf…
