AWS Machine Learning Blog

JUNE 8, 2023

However, businesses can meet this challenge while providing personalized and efficient customer service with the advancements in generative artificial intelligence (generative AI) powered by large language models (LLMs). Generative AI chatbots have gained notoriety for their ability to imitate human intellect.

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Generative AI LLM Machine Learning Large Language Models 83

Flipboard

JULY 17, 2023

The practical implementation of a Large Language Model (LLM) for a bespoke application is currently difficult for the majority of individuals. It takes a lot of time and expertise to create an LLM that can generate content with high accuracy and speed for specialized domains or, perhaps, to imitate a writing style.

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Large Language Models LLM ML Engineer ML 65

TheSequence

MAY 21, 2023

Stable Vicuna is an open-source RLHF chatbot based on the Vicuna and LLaMA models. StableLM is a very comprehensive suite of small and efficient open-source LLMs. Self-Aligned LLM IBM Research published a paper introducing Dromedary, a self-aligned LLM trained with minimum user supervision. Union AI raised $19.1

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Generative AI ML Engineer ETL LLM 64

TheSequence

OCTOBER 13, 2024

Awarding it the physics prize, they say, feels like handing the Nobel in Literature to a particularly eloquent chatbot( which might happen soon enough btw). MLE-Bench OpenAI published a paper detailing MLE-Bench, a benchmark for measuring AI agent’s performance in ML engineering tasks. The chemistry prize was less debate.

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AI AI Machine Learning ML Engineer 96

AWS Machine Learning Blog

SEPTEMBER 1, 2023

Furthermore, we deep dive on the most common generative AI use case of text-to-text applications and LLM operations (LLMOps), a subset of FMOps. MLOps engineers are responsible for providing a secure environment for data scientists and ML engineers to productionize the ML use cases.

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Generative AI Prompt Engineering Prompt Engineer ML 120

TheSequence

NOVEMBER 12, 2023

We also review the Chatbot Arena framework. Edge 344: We discuss another of hte great papers of the year in which Google shows that the combination of LLMs and memory is enough to simulate any algorithm. 📌 ML Engineering Event: Join Meta, PepsiCo, RiotGames, Uber & more at apply(ops) apply(ops) is in two days!

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OpenAI Generative AI ML Prompt Engineering 64

TheSequence

MARCH 10, 2024

Created Using Ideogram Next Week in The Sequence: Edge 377: The last issue of our series about LLM reasoning covers reinforced fine-tuning(ReFT), a technique pioneered by ByteDance. Explore Semi-Supervised Learning: Aleksandr Timashov, ML Engineer at Meta, dives into practical approaches for training models with limited labeled data.

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Chatbots ML LLM Computer Scientist 52

ODSC - Open Data Science

JANUARY 10, 2024

You will also become familiar with the concept of LLM as a reasoning engine that can power your applications, paving the way to a new landscape of software development in the era of Generative AI. No-Code and Low-Code AI: A Practical Project-Driven Approach to ML Gwendolyn D.

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Large Language Models Deep Learning Data Science LLM 52

ODSC - Open Data Science

JANUARY 3, 2025

By the end of the session, attendees will know how to transform unstructured data into reliable, queryable formats, optimize LLM outputs for cost-effective analysis, and apply structured data to answer natural-language queries. Cloning NotebookLM with Open Weights Models Niels Bantilan, Chief ML Engineer atUnion.AI Sign meup!

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LLM AI AI Prompt Engineering 40

AWS Machine Learning Blog

AUGUST 1, 2023

Jurassic-2 Grande Instruct is a large language model (LLM) by AI21 Labs, optimized for natural language instructions and applicable to various language tasks. Popular uses include generating marketing copy, powering chatbots, and text summarization. No ML engineering experience required. It’s as easy as that!

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ML Large Language Models NLP Machine Learning 83

AWS Machine Learning Blog

JANUARY 26, 2024

Generative artificial intelligence (AI) applications built around large language models (LLMs) have demonstrated the potential to create and accelerate economic value for businesses. This post provides three guided steps to architect risk management strategies while developing generative AI applications using LLMs.

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Generative AI ML LLM AI 135

TheSequence

NOVEMBER 5, 2023

🛠 Real World ML LLM Architectures at GitHub GitHub ML engineers discuss the architecture of LLMs apps —> Read more. Walmart Enterprise Chatbot Walmart discusses an architecture used to build enteprise chatbots based on LangChain, VectorDB and GPT-4 —> Read more.

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ML Chatbots ML Engineer Big Data 52

AWS Machine Learning Blog

DECEMBER 2, 2024

We discuss how this innovation significantly reduces container download and load times during scaling events, a major bottleneck in LLM and generative AI inference. We showcase its real-world impact on various applications, from chatbots to content moderation systems. dkr.ecr.amazonaws.com/pytorch-inference:2.5.1-gpu-py311-cu124-ubuntu22.04-sagemaker",

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Generative AI Machine Learning Large Language Models ML Engineer 91

AWS Machine Learning Blog

SEPTEMBER 24, 2024

It allows beginners and expert practitioners to develop and deploy Gen AI applications for various use cases beyond simple chatbots, including agentic, multi-agentic, Generative BI, and batch workflows. Amazon Bedrock compatibility : Karini AI integrates with Amazon Bedrock for LLM (Large Language Model) inference.

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Data Ingestion Machine Learning Large Language Models Generative AI 109

AWS Machine Learning Blog

JULY 23, 2024

collection of multilingual large language models (LLMs), which includes pre-trained and instruction tuned generative AI models in 8B, 70B, and 405B sizes, is available through Amazon SageMaker JumpStart to deploy for inference. Architecturally, the core LLM for Llama 3 and Llama 3.1 models using SageMaker JumpStart.

Machine Learning 115

Machine Learning Computer Vision Python ML 115

Flipboard

NOVEMBER 27, 2024

Read triples from the Neptune database and convert them into text format using an LLM hosted on Amazon Bedrock. A Streamlit application is hosted in Amazon Elastic Container Service (Amazon ECS) as a task, which provides a chatbot UI for users to submit queries against the knowledge base in Amazon Bedrock. account } WHERE { ?asset

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Metadata Auto-complete Data Discovery ML Engineer 148

AWS Machine Learning Blog

OCTOBER 11, 2024

This post dives deep into Amazon Bedrock Knowledge Bases , which helps with the storage and retrieval of data in vector databases for RAG-based workflows, with the objective to improve large language model (LLM) responses for inference involving an organization’s datasets. The LLM response is passed back to the agent.

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Metadata Generative AI LLM Data Ingestion 98