AWS Machine Learning

AUGUST 14, 2023

Prompt engineering for zero-shot and few-shot NLP tasks on BLOOM models Prompt engineering deals with creating high-quality prompts to guide the model towards the desired responses. Prompt engineering can greatly improve the performance of zero-shot and few-shot learning models. Question: When was NLP Cloud founded?

Engineering 70

Engineering APIs Chatbots Scripts 70

AWS Machine Learning

JANUARY 26, 2024

The goal of this post is to empower AI and machine learning (ML) engineers, data scientists, solutions architects, security teams, and other stakeholders to have a common mental model and framework to apply security best practices, allowing AI/ML teams to move fast without trading off security for speed.

Best practices 120

Best practices Government Engineering Accountability 120

AWS Machine Learning

SEPTEMBER 1, 2023

These teams are as follows: Advanced analytics team (data lake and data mesh) – Data engineers are responsible for preparing and ingesting data from multiple sources, building ETL (extract, transform, and load) pipelines to curate and catalog the data, and prepare the necessary historical data for the ML use cases.

Engineering 100

Engineering Accountability Construction APIs 100

AWS Machine Learning

AUGUST 1, 2023

Furthermore, proprietary models typically come with user-friendly APIs and SDKs, streamlining the integration process with your existing systems and applications. It offers an easy-to-use API and Python SDK, balancing quality and affordability. Popular uses include generating marketing copy, powering chatbots, and text summarization.

Healthcare 72

Healthcare APIs Scripts Engineering 72

aircall

JUNE 11, 2021

2015 — An open API (applied programming interface) technology was invented to allow software applications to sync and share data between them. A discussion of voice communications isn’t complete without VoIP (voice over internet protocol) and an open API (applied programming interface) technology. Telecommunication Now.

voip 62

voip APIs Call Center Telecommunications 62

JivoChat

APRIL 23, 2023

Chatbots have become a success around the world, and nowadays are used by 58% of B2B companies and 42% of B2C companies. In 2022 at least 88% of users had one conversation with chatbots. There are many reasons for that, a chatbot is able to simulate human interaction and provide customer service 24h a day. What Is a Chatbot?

Chatbots 75

Chatbots B2C Self service Banking 75

AWS Machine Learning

SEPTEMBER 14, 2023

This means that controlling access to the chatbot is crucial to prevent unintended access to sensitive information. Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito. The web application front-end is hosted on AWS Amplify.

APIs 92

APIs Healthcare Scripts Engineering 92

AWS Machine Learning

DECEMBER 22, 2023

Amazon Bedrock is a fully managed service that makes leading FMs from AI companies available through an API along with developer tooling to help build and scale generative AI applications. The web channel includes an Amplify hosted website with an Amazon Lex embedded chatbot for a fictitious customer.

Scripts 96

Scripts Chatbots Accountability Multi-channel support 96

AWS Machine Learning

SEPTEMBER 1, 2023

Now you can continuously stream inference responses back to the client when using SageMaker real-time inference to help you build interactive experiences for generative AI applications such as chatbots, virtual assistants, and music generators. We use Streamlit for the sample demo application UI.

APIs 86

APIs Chatbots Engineering Best practices 86

AWS Machine Learning

MARCH 14, 2024

We provide an overview of key generative AI approaches, including prompt engineering, Retrieval Augmented Generation (RAG), and model customization. Whether creating a chatbot or summarization tool, you can shape powerful FMs to suit your needs. With the right technique, you can build powerful and impactful generative AI solutions.

Best practices 102

Best practices Engineering Chatbots Enterprise 102

AWS Machine Learning

DECEMBER 6, 2023

Another driver behind RAG’s popularity is its ease of implementation and the existence of mature vector search solutions, such as those offered by Amazon Kendra (see Amazon Kendra launches Retrieval API ) and Amazon OpenSearch Service (see k-Nearest Neighbor (k-NN) search in Amazon OpenSearch Service ), among others.

Analytics 99

Analytics APIs Engineering Construction 99

AWS Machine Learning

APRIL 23, 2024

With Knowledge Bases for Amazon Bedrock, you can quickly build applications using Retrieval Augmented Generation (RAG) for use cases like question answering, contextual chatbots, and personalized search. It calls the CreateDataSource and DeleteDataSource APIs.

APIs 102

APIs Enterprise Scripts Accountability 102

AWS Machine Learning

MAY 3, 2023

With Amazon Bedrock , you will be able to choose Amazon Titan , Amazon’s own LLM, or partner LLMs such as those from AI21 Labs and Anthropic with APIs securely without the need for your data to leave the AWS ecosystem. For the best results, a GenAI app needs to engineer the prompt based on the user request and the specific LLM being used.

Enterprise 66

Enterprise APIs Chatbots Government 66

AWS Machine Learning

NOVEMBER 17, 2022

You can use AlexaTM 20B for a wide range of industry use-cases, from summarizing financial reports to question answering for customer service chatbots. In this post, we provide an overview of how to deploy and run inference with the AlexaTM 20B model programmatically through JumpStart APIs, available in the SageMaker Python SDK.

Scripts 93

Scripts APIs Government Engineering 93

AWS Machine Learning

JANUARY 19, 2024

The concepts illustrated in this post can be applied to applications that use PLM features, such as recommendation systems, sentiment analysis, and search engines. Then the payload is passed to the SageMaker endpoint invoke API via the BotoClient to simulate real user requests. training.py ).

Metrics 94

Metrics Scripts Benchmark Enterprise 94

AWS Machine Learning

MAY 4, 2023

We use the GPT4ALL-J , a fine-tuned GPT-J 7B model that provides a chatbot style interaction. The Neuron runtime consists of kernel driver and C/C++ libraries, which provide APIs to access AWS Inferentia and Trainium Neuron devices. Bring your own script – In this approach, you have the option to create your own model.py

APIs 75

APIs Scripts Engineering Chatbots 75

AWS Machine Learning

JUNE 12, 2023

Transformers-based models can be applied across different use cases when dealing with text data, such as search, chatbots, and many more. The Hugging Face transformers , tokenizers , and datasets libraries provide APIs and tools to download and predict using pre-trained models in multiple languages.

Best practices 65

Best practices APIs Engineering Analytics 65

AWS Machine Learning

JUNE 27, 2023

You can’t view model artifacts such as weight and scripts, but you can still deploy to SageMaker instances for inferencing. The notebook also proceeds to install the ai21 Python SDK, which is a wrapper around SageMaker APIs such as deploy and invoke endpoint. Nitin Eusebius is a Sr.

Enterprise 65

Enterprise APIs Scripts Chatbots 65

AWS Machine Learning

MARCH 19, 2024

Workers gain productivity through AI-generated insights, engineers can proactively detect anomalies, supply chain managers optimize inventories, and plant leadership makes informed, data-driven decisions. The user can use the Amazon Recognition DetectText API to extract text data from these images. setup.sh. (a

Construction 112

Construction Scripts APIs Enterprise 112

AWS Machine Learning

NOVEMBER 1, 2023

The TGI framework underpins the model inference layer, providing RESTful APIs for robust integration and effortless accessibility. Supplementing our auditory data processing, the Whisper ASR is also furnished with a RESTful API, enabling streamlined voice-to-text conversions.

APIs 90

APIs Engineering Construction Scripts 90