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Title
Dynamo AI pretrains an 8-billion-parameter multilingual LLM in 10 days using Databricks Training
…ies / Dynamo AI CUSTOMER STORY Building compliant-ready generative AI solutions 10 Days to pretrain an 8-billion parameter multilingual LLM 20% Speedup in model training Dynamo AI builds multilingual foundation models t…
Description
Dynamo AI, a startup building compliance-focused generative AI guardrail products, used Databricks Training to pretrain its Dynamo 8B multilingual foundation model in 10 days, achieving roughly a 20% training speedup after Databricks' AI Research team helped resolve a memory-leakage issue. The model now underpins Dynamo AI's commercial evaluation, remediation and deployment products for regulated GenAI use cases like customer support, onboarding, claims processing and fraud detection.
…t, with Databricks Training’s built-in speedups and GPU availability on demand, it took Dynamo AI just 10 days to pretrain an 8-billion parameter multilingual LLM. Lin also appreciated the hands-on expertise that the Databricks team brought to…
Company
Dynamo AI
…pretrain an 8-billion parameter multilingual LLM 20% Speedup in model training Dynamo AI builds multilingual foundation models that democratize access to compliant and secure GenAI. Recently, they used Databricks Training to train their 8-billion parameter mult…
Industry
Technology & Software
…ivacy, security and compliance solutions, visit www.dynamo.ai . Share this post Details Industry : Technology and Software Use Case : Artificial Intelligence Product : Agent Bricks Ready to get started?…
Problem
Dynamo AI wanted a foundation model with enterprise-compliant guardrailing across specific industries and regions that supported multilingual tasks, and found no open source model that could do the same thing, so it needed to train its own.
…ased on specific industries or regions, as well as support multilingual tasks. “We wanted a foundation model that can do specific kinds of enterprise-compliant guardrailing, and we didn’t see any open source model that could do the same thing.” Dynamo AI decided to train its own foundation model, Dynamo 8B, and turned to…
Solution
Dynamo AI used Databricks Training's out-of-the-box training scripts and GPU availability on demand to pretrain its Dynamo 8B foundation model, with the Databricks AI Research team helping diagnose a memory-leakage issue that was slowing the run and estimating data needs from prior Databricks MPT and DBRX training work.
…forms, the Dynamo AI team found immediate benefits to working with Databricks. “Your out-of-the-box training scripts were really useful and helped us save weeks’ worth of development time in setting up training runs,” explained Lin. “For example, we were experimenting with different architectur…
Technology
Databricks Training, Agent Bricks
…m at Databricks for help. Training a safe, robust and reliable foundation model Dynamo AI used Databricks Training to build a foundation model that would support their AI evaluation, remediation and deployment workloads. C…
Deployment model
cloud
…train the model around 20% faster than what we found on competitors.” In fact, with Databricks Training’s built-in speedups and GPU availability on demand, it took Dynamo AI just 10 days to pretrain an 8-billion parameter multilingual…
Deployment options
cloud
…train the model around 20% faster than what we found on competitors.” In fact, with Databricks Training’s built-in speedups and GPU availability on demand, it took Dynamo AI just 10 days to pretrain an 8-billion parameter multilingual…
Headline outcome
…ies / Dynamo AI CUSTOMER STORY Building compliant-ready generative AI solutions 10 Days to pretrain an 8-billion parameter multilingual LLM 20% Speedup in model training Dynamo AI builds multilingual foundation models t…
Business value
Dynamo AI pretrained its 8-billion-parameter multilingual LLM in just 10 days, about 20% faster than on competing platforms, and went from model experimentation to revenue generation in just a few months with commercial products for multilingual customer support, customer onboarding, claims processing and fraud detection.
…nd DBRX open source models. From model training to pre-built industry solutions Thanks to Databricks, Dynamo AI has gone from model experimentation to revenue generation in just a few months. Today, Dynamo AI offers a range of solutions powered by their multilingual foun…
AI capabilities
Generative AI
…pretrain an 8-billion parameter multilingual LLM 20% Speedup in model training Dynamo AI builds multilingual foundation models that democratize access to compliant and secure GenAI. Recently, they used Databricks Training to train their 8-billion parameter mult…
Use case type
Decision support
…ale for millions of customers.” Addressing the security risks of GenAI adoption Dynamo AI’s products focus on three different phases of the generative AI model lifecycle: evaluation, remediation and deployment. As Lin stated, “Our customers see the amazing potential with GenAI models. Howe…
