Skip to main content

Amazon Bedrock adds ability to import custom models

Amazon has announced several major updates to Amazon Bedrock, its platform that provides developers with access to foundation models (FMs) from AI companies such as AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon. 

Amazon Bedrock is a managed service, handling the underlying infrastructure for these models so that developers can build generative AI applications without worrying about managing that. 

The company added a new Custom Model Import option, which allows developers to add their own proprietary models to Amazon Bedrock. This allows them to leverage domain-specific models that were trained on their own data. 

Companies can create their models in Amazon SageMaker or another tool and then import them into Amazon Bedrock.

Imported models go through an automated validation process to ensure that they meet proper safeguards and responsible AI standards. It currently supports three open model architectures — Flan-T5, Llama, and Mistral — and more will be added in the future. 

Amazon also added a new Model Evaluation capability, which allows teams to compare different models within Amazon Bedrock. According to Amazon, companies can spend days or weeks evaluating different models to determine if they meet their use case. The goal of this new feature is to significantly cut down on evaluation time. 

Developers can select evaluation criteria, such as accuracy or robustness, and upload their own dataset. Then, Amazon Bedrock runs evaluations on different models and generates a report that shows how each model performed for each criteria. 

Another new feature is Guardrails for Amazon Bedrock, which makes it easier for companies to implement safeguards that are tailored to their own responsible AI policies. Most models have their own safeguards, but this acts as an additional layer of safety on top and can block 85% of harmful content, Amazon says.

Developers can create guardrails using a natural language description and can add additional filters for hate speech, insults, sexualized language, prompt injection, and violence. They can also add filters to remove personal information, specific words, or profanity. 

There were also a couple of updates related to Amazon Titan, which is a family of FMs created by Amazon. Amazon Titan Text Embeddings V2 is an FM that is optimized for retrieval-augmented generation (RAG), and it will be available next week,  exclusively on Amazon Bedrock. 

Amazon Titan Image Generator allows developers to enhance or edit existing images via natural language prompts, and is generally available now. 

“With today’s announcements, we continue to innovate rapidly for our customers by doubling-down on our commitment to provide them with the most comprehensive set of capabilities and choice of industry-leading models, further democratizing generative AI innovation at scale,” said Dr. Swami Sivasubramanian, vice president of AI and Data at AWS.

The post Amazon Bedrock adds ability to import custom models appeared first on SD Times.



from SD Times https://ift.tt/1sCIzKS
Labels:

Comments

Post a Comment

Popular posts from this blog

Difference between Web Designer and Web Developer Neeraj Mishra The Crazy Programmer

Have you ever wondered about the distinctions between web developers’ and web designers’ duties and obligations? You’re not alone! Many people have trouble distinguishing between these two. Although they collaborate to publish new websites on the internet, web developers and web designers play very different roles. To put these job possibilities into perspective, consider the construction of a house. To create a vision for the house, including the visual components, the space planning and layout, the materials, and the overall appearance and sense of the space, you need an architect. That said, to translate an idea into a building, you need construction professionals to take those architectural drawings and put them into practice. Image Source In a similar vein, web development and design work together to create websites. Let’s examine the major responsibilities and distinctions between web developers and web designers. Let’s get going, shall we? What Does a Web Designer Do?
Post a Comment
Read more

A guide to data integration tools

CData Software is a leader in data access and connectivity solutions. It specializes in the development of data drivers and data access technologies for real-time access to online or on-premise applications, databases and web APIs. The company is focused on bringing data connectivity capabilities natively into tools organizations already use. It also features ETL/ELT solutions, enterprise connectors, and data visualization. Matillion ’s data transformation software empowers customers to extract data from a wide number of sources, load it into their chosen cloud data warehouse (CDW) and transform that data from its siloed source state, into analytics-ready insights – prepared for advanced analytics, machine learning, and artificial intelligence use cases. Only Matillion is purpose-built for Snowflake, Amazon Redshift, Google BigQuery, and Microsoft Azure, enabling businesses to achieve new levels of simplicity, speed, scale, and savings. Trusted by companies of all sizes to meet
Post a Comment
Read more

2022: The year of hybrid work

Remote work was once considered a luxury to many, but in 2020, it became a necessity for a large portion of the workforce, as the scary and unknown COVID-19 virus sickened and even took the lives of so many people around the world.  Some workers were able to thrive in a remote setting, while others felt isolated and struggled to keep up a balance between their work and home lives. Last year saw the availability of life-saving vaccines, so companies were able to start having the conversation about what to do next. Should they keep everyone remote? Should they go back to working in the office full time? Or should they do something in between? Enter hybrid work, which offers a mix of the two. A Fall 2021 study conducted by Google revealed that over 75% of survey respondents expect hybrid work to become a standard practice within their organization within the next three years.  Thus, two years after the world abruptly shifted to widespread adoption of remote work, we are declaring 20
Post a Comment
Read more