AWS SageMaker AI technology page Top Builders

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AWS SageMaker

Amazon SageMaker is a fully-managed machine learning service that makes it easy for data scientists and developers to quickly and easily build, train, and deploy models into a production-ready hosted environment. It provides an integrated Jupyter notebook instance for convenient access to data sources for exploration and analysis, eliminating the need to manage servers. Additionally, it offers optimized common machine learning algorithms that are designed to function efficiently with large data sets in distributed environments. SageMaker also allows users to bring their own algorithms and frameworks and offers flexible distributed training that can be adapted to individual workflows. Models can be quickly deployed into a secure and scalable environment using the SageMaker Studio or the SageMaker console.

General
Relese dateNovember 29, 2017
AuthorAWS
TypeLearning Service

AWS Amazon SageMaker Libraries

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  • AWS Amazon SageMaker Build, train, and deploy machine learning (ML) models for any use case with fully managed infrastructure, tools, and workflows
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AWS SageMaker AI technology page Hackathon projects

Discover innovative solutions crafted with AWS SageMaker AI technology page, developed by our community members during our engaging hackathons.

Weaviate Blogs QA Chatbot prototype

Weaviate Blogs QA Chatbot prototype

[Weaviate Blogs QA Chatbot Prototype by R2 Rapid Response Team] Providing users simple question answering chatbot interface over Weaviate's blogs posted in 2023 to catch up on vector database and generative AI trends and get relevant information grounded on Weaviate's excellent blog postings in 2023 as a data source. LangChain template is used for rapid prototyping with LangServe and LangSmith for production ready prototype build. Hybrid search offers best part of both world by offering a combination of keyword search and semantic search on top of Cohere's Reranker to provide optimum search results and improve user experience. Future roadmap includes front end UI for end users with a feedback loops as documented in one of Weaviate's blog posting. Behind the scenes, we've turbocharged this rapid prototype with Weaviate's hybrid search capabilities. The combination of semantic and keyword search surfaces optimum results from the corpus of blog content. In addition, Cohere's reranker helps picking the best excerpts. The rapid prototype was possible thanks to LangChain templates, LangServe, and LangSmith. This allows us to deliver a production-ready user experience on an accelerated timeline. Looking ahead, our roadmap includes building out a frontend UI for end users and implementing feedback loops to continuously improve the experience. But even in its current form, this prototype enables anyone to tap into Weaviate's blogs like never before. Just ask a question, and the knowledge is at your fingertips. In closing, I'm excited by the potential for this conversational interface to open up new ways to share Weaviate's thought leadership. Thank you for considering our Weaviate Blogs QA Chatbot submission. I welcome any questions you may have. Thank you.

SchoolCrusher

SchoolCrusher

Improved Learning: SchoolCrusher empowers students with easy access to educational materials and interactive tools, fostering a deeper understanding of subjects. Quizzes and Assessments: Students can access a variety of quizzes and assessments tailored to their grade level and subject. These quizzes not only help in assessing your knowledge but also provide immediate feedback and explanations for incorrect answers. Homework Solvers: Stuck on a tricky math problem or a challenging physics equation? SchoolCrusher's homework solver can assist you step-by-step, guiding you to the correct solution and explaining the process along the way. Essay Writers: Writing essays can be a daunting task, but SchoolCrusher's essay writer feature makes it easier. Students can input their essay prompts, and the chatbot generates well-structured essays, complete with citations and references, saving valuable time and reducing writer's block. Subject-Specific Support: SchoolCrusher specializes in a wide range of subjects, from mathematics and science to literature and history. It offers subject-specific insights, study tips, and additional resources to enhance your understanding. Study Plans: The chatbot can help students create customized study plans based on their goals and schedules. It takes into account upcoming exams and assignments to ensure efficient time management. Language Support: SchoolCrusher is multilingual, providing support in various languages to cater to a diverse user base. Personalized Learning: With customized study plans and subject-specific support, SchoolCrusher tailors its assistance to individual needs. Teacher Efficiency: Teachers can streamline their lesson planning and assessment processes, allowing them to focus more on teaching. Accessibility: The chatbot's 24/7 availability ensures that learning and teaching resources are always within reach.