Unite.AI

JANUARY 29, 2025

Why AI-native infrastructure is mission-critical Each LLM excels at different tasks. For example, ChatGPT is great for conversational AI, while Med-PaLM is designed to answer medical questions. Explainability and Trust AI outputs can often feel like black boxesuseful, but hard to trust. AI governance manages three things.

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LLM Explainability AI AI 165

AWS Machine Learning Blog

OCTOBER 31, 2024

This solution showcases how to bridge the gap between Google Workspace and AWS services, offering a practical approach to enhancing employee efficiency through conversational AI. Finally, the AI-generated response appears in the user’s Google Chat interface, providing the answer to their question.

Generative AI 118

Generative AI AI AI Python 118

AWS Machine Learning Blog

FEBRUARY 5, 2025

These mechanisms help ensure that the LLMs responses stay within the desired boundaries and produces answers from a set of pre-approved statements. NeMo Guardrails, developed by NVIDIA, is an open-source solution for building conversational AI products. This is where NeMo Guardrails comes in. Heres how we implement this.

LLM 91

LLM Chatbots Conversational AI Large Language Models 91

AWS Machine Learning Blog

OCTOBER 23, 2024

Amazon Bedrock Knowledge Bases gives foundation models (FMs) and agents contextual information from your company’s private data sources for Retrieval Augmented Generation (RAG) to deliver more relevant, accurate, and customized responses. The LangChain AI assistant retrieves the conversation history from DynamoDB.

Data Ingestion 90

Data Ingestion Natural Language Processing Generative AI Conversational AI 90

AWS Machine Learning Blog

JANUARY 21, 2025

Amazon Bedrock Knowledge Bases provides the capability of amassing data sources into a repository of information. Using knowledge bases, you can effortlessly create an application that uses Retrieval Augmented Generation (RAG), a technique where the retrieval of information from data sources enhances the generation of model responses.

Generative AI 78

Generative AI Auto-complete Responsible AI Automation 78

AWS Machine Learning Blog

FEBRUARY 20, 2025

The company is committed to ethical and responsible AI development with human oversight and transparency. Verisk is using generative AI to enhance operational efficiencies and profitability for insurance clients while adhering to its ethical AI principles.

Generative AI 104

Generative AI LLM Auto-classification Categorization 104

AWS Machine Learning Blog

JANUARY 29, 2025

One way to mitigate LLMs from giving incorrect information is by using a technique known as Retrieval Augmented Generation (RAG). RAG combines the powers of pre-trained language models with a retrieval-based approach to generate more informed and accurate responses. You determine what qualifies based on your company policies.

Generative AI 80

Generative AI AI AI Large Language Models 80

IBM Journey to AI blog

JUNE 23, 2023

Providing information that is relevant, understandable and insightful for each of these groups can be very labor intensive. Companies are challenged with gathering, analyzing and compiling financial information from different sources. Figure 3 highlights ancillary benefits that conversational AI technology provides.

Generative AI 189

Generative AI AI AI Data Analysis 189

Unite.AI

JANUARY 12, 2024

Rumored projects like OpenAI's Q* hint at combining conversational AI with reinforcement learning. Competitions also continue heating up between companies like Google, Meta, Anthropic and Cohere vying to push boundaries in responsible AI development.

Generative AI 189

Generative AI Neural Network ChatGPT Natural Language Processing 189

Marktechpost

DECEMBER 12, 2023

Thanks to the success in increasing the data, model size, and computational capacity for auto-regressive language modeling, conversational AI agents have witnessed a remarkable leap in capability in the last few years. When used as input/output guardrails, however, these online moderation technologies fail for several reasons.

Generative AI 103

Generative AI AI Modeling Large Language Models LLM 103

Unite.AI

MAY 6, 2024

These assistants adhere to Responsible AI principles, ensuring transparency, accountability, security, and privacy while continuously improving their accuracy and performance through automated evaluation of model output. It streamlined access to information, leading to 80% reduction in customer query resolution time.

Automation 147

Automation Software Engineer Generative AI Software Development 147

AWS Machine Learning Blog

JUNE 25, 2024

Malicious actors might attempt to manipulate your LLM application into exposing confidential or protected information, or harmful outputs. To mitigate and address these risks, various safeguarding mechanisms can be employed throughout the lifecycle of an AI application. Only assist with flight information.

Generative AI 124

Generative AI LLM Machine Learning Chatbots 124

AWS Machine Learning Blog

SEPTEMBER 12, 2024

In this post, we discuss how generative artificial intelligence (AI) can help health insurance plan members get the information they need. These portals often require multiple clicks, filters, and searches to find specific information about their benefits, deductibles, claim history, and other important details.

Generative AI 124

Generative AI LLM AI AI 124

AWS Machine Learning Blog

SEPTEMBER 28, 2023

For example, if Retrieval Augmented Generation (RAG)-based applications accidentally include personally identifiable information (PII) data in context, such issues need to be detected in real time. It can also store the information if a custom AWS Lambda function is needed to invoke the underlying FM with vendor-specific API clients.

Generative AI 115

Generative AI Metadata Large Language Models AI 115

Marktechpost

AUGUST 3, 2024

This is especially relevant in conversational AI applications, where real-time responses can greatly enhance user experience and productivity. This approach allows the model to jointly attend to information from different representation subspaces at other positions, using multiple “attention heads” in parallel.

Large Language Models 107

Large Language Models OpenAI Conversational AI Machine Learning 107

AWS Machine Learning Blog

MAY 9, 2024

The company is committed to ethical and responsible AI development, with human oversight and transparency. Verisk is using generative artificial intelligence (AI) to enhance operational efficiencies and profitability for insurance clients while adhering to its ethical AI principles.

Insight Engine 129

Insight Engine Generative AI LLM AI 129

AWS Machine Learning Blog

JULY 31, 2024

As generative artificial intelligence (AI) applications become more prevalent, maintaining responsible AI principles becomes essential. You can configure guardrails in multiple ways , including to deny topics, filter harmful content, remove sensitive information, and detect contextual grounding.

LLM 119

LLM Generative AI Prompt Engineer Prompt Engineering 119

AssemblyAI

MAY 23, 2023

The widespread use of ChatGPT has led to millions embracing Conversational AI tools in their daily routines. However, it's important to note that LMs don't store information like standard computer storage devices (hard drives). Intermediate layers process this information by applying linear and non-linear operations.

Large Language Models 130

Large Language Models Neural Network LLM Chatbots 130

AWS Machine Learning Blog

OCTOBER 8, 2024

Sonnet on Amazon Bedrock, we build a digital assistant that automates document processing, identity verifications, and engages customers through conversational interactions. After the email validation, KYC information is gathered, such as first and last name. Do this only during the start of the conversation.

Automation 106

Automation Prompt Engineer Prompt Engineering Machine Learning 106

Topbots

DECEMBER 5, 2023

This embodied language model seamlessly integrates multi-modal sentences containing visual, continuous state estimation, and textual information. The model also maintains stable performance in responsible AI evaluations and offers inference-time control over toxicity without compromising other capabilities or incurring extra overhead.

LLM 111

LLM Large Language Models Natural Language Processing Chatbots 111

AI News

APRIL 25, 2024

He outlined a litany of potential pitfalls that must be carefully navigated—from AI hallucinations and emissions of falsehoods, to data privacy violations and intellectual property leaks from training on proprietary information. Pryon also emphasises explainable AI and verifiable attribution of knowledge sources.

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Responsible AI Big Data AI AI 341

AWS Machine Learning Blog

SEPTEMBER 6, 2024

Generative artificial intelligence (AI) applications powered by large language models (LLMs) are rapidly gaining traction for question answering use cases. From internal knowledge bases for customer support to external conversational AI assistants, these applications use LLMs to provide human-like responses to natural language queries.

Generative AI 89

Generative AI LLM AI AI 89

Wisdom Works

JUNE 13, 2023

in November 2022 and the follow up GPT 4 in May 2023 we have seen a mix of excitement and fear of what AI is capable of. From AI alarmists, to AI evangelists, we are seeing the full spectrum of hype around the generative and conversational AI. With the release of chatGPT (GPT version 3.5)

AI 52

AI AI Responsible AI Artificial Intelligence 52

Wisdom Works

JUNE 13, 2023

in November 2022 and the follow up GPT 4 in May 2023 we have seen a mix of excitement and fear of what AI is capable of. From AI alarmists, to AI evangelists, we are seeing the full spectrum of hype around the generative and conversational AI. With the release of chatGPT (GPT version 3.5)

AI 52

AI AI Responsible AI Artificial Intelligence 52

Topbots

JULY 7, 2023

Export your Personal Data OpenAI has also added a second new function in ChatGPT’s Settings: an Export option to get your ChatGPT data and find out what information ChatGPT stores about you. This information is seen by ChatGPT as the feedback for a given answer , which will then help in the chatbot training.

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ChatGPT Metadata OpenAI Natural Language Processing 52

Topbots

JULY 29, 2024

Prompt Tuning: An overview of prompt tuning and its significance in optimizing AI outputs. Google’s Gen AI Development Tools: Insight into the tools provided by Google for developing generative AI applications. Advanced Retrieval: Master techniques for accessing and indexing data to retrieve relevant information.

Generative AI 52

Generative AI Large Language Models Prompt Engineer Prompt Engineering 52

ODSC - Open Data Science

JANUARY 24, 2024

With the ability to be responsive 24/7, these AI programs can provide customers with on-demand information, support, and more which allows for human workers to be free to be shifted to other priority areas within the company. Chatbots, like with healthcare, are also providing a supercharged experience.

Robotics 52

Robotics Data Science Algorithm AI 52

ODSC - Open Data Science

APRIL 21, 2023

Keynotes Infuse Generative AI in your apps using Azure OpenAI Service As you know, businesses are always looking for ways to improve efficiency and reduce risk, and one way they’re achieving this is through the integration of large language models. However, using a pre-trained large language model can provide a solution.

Generative AI 52

Generative AI Large Language Models Prompt Engineering Prompt Engineer 52

Topbots

DECEMBER 19, 2023

If this in-depth content is useful for you, subscribe to our AI mailing list to be alerted when we release new material. ​The Instead of treating all responses as either correct or wrong, Lora Aroyo introduced “truth by disagreement”, an approach of distributional truth for assessing reliability of data by harnessing rater disagreement.

Computer Vision 52

Computer Vision Natural Language Processing AI Researcher AI Research 52

Unite.AI

APRIL 8, 2024

In the modern, fast-paced era, where the world depends on AI-driven decisions, trust is paramount. Character.AI, a rising star in conversational AI , tackles this very concern. Committed to ethical and responsible AI development, Character.AI Curated Conversation Starters: Character.AI But is Character.AI

Conversational AI 130

Conversational AI Chatbots AI AI 130

Marktechpost

JULY 15, 2023

Conversational AI refers to technology like a virtual agent or a chatbot that use large amounts of data and natural language processing to mimic human interactions and recognize speech and text. In recent years, the landscape of conversational AI has evolved drastically, especially with the launch of ChatGPT.

Conversational AI 98

Conversational AI AI Modeling Large Language Models Auto-classification 98

ODSC - Open Data Science

MAY 11, 2023

The new feature uses the latest generative AI capabilities to allow authors to create entire topics from a simple description, including relevant trigger phrases (used for NLU), questions, messages, and conditional logic. This is something that Microsoft has worked to address, by creating responsible AI by design.

Large Language Models 96

Large Language Models Chatbots Data Science Natural Language Processing 96

Unite.AI

MAY 1, 2024

This opens up new possibilities for intelligent on-device experiences across various domains, from virtual assistants and conversational AI to coding assistants and language understanding tasks. The DPO stage, on the other hand, focuses on steering the model away from unwanted behaviors by using rejected responses as negative examples.

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AI Modeling Conversational AI AI AI 130

Flipboard

NOVEMBER 26, 2024

This can occur when the model’s training data lacks the necessary information or when the model attempts to generate coherent responses by making logical inferences beyond its actual knowledge. The user question and knowledge base response are passed as inputs to a Lambda function that calculates a hallucination score.

Large Language Models 156

Large Language Models LLM Natural Language Processing Responsible AI 156

AWS Machine Learning Blog

OCTOBER 21, 2024

Whether you are just starting to explore the world of conversational AI or looking to optimize your existing agent deployments, this comprehensive guide can provide valuable long-term insights and practical tips to help you achieve your goals. Include sufficient information with that ask to be clear about the action that will be taken.

Generative AI 86

Generative AI Metadata Software Development AI 86

AWS Machine Learning Blog

OCTOBER 11, 2024

Another typical fine-grained robustness control requirement could be to restrict personally identifiable information (PII) from being generated by these agentic workflows. His work has been focused on conversational AI, task-oriented dialogue systems, and LLM-based agents. List and create guardrail versions.

LLM 132

LLM Chatbots Natural Language Processing Large Language Models 132

AWS Machine Learning Blog

NOVEMBER 22, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Python 91

Python Generative AI Prompt Engineer Prompt Engineering 91