AWS Machine Learning Blog

MARCH 13, 2024

By orchestrating toxicity classification with large language models (LLMs) using generative AI, we offer a solution that balances simplicity, latency, cost, and flexibility to satisfy various requirements. Latency and cost are also critical factors that must be taken into account.

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LLM Natural Language Processing Prompt Engineer Prompt Engineering 122

Towards AI

MAY 30, 2024

The broad range of topics covered with easy to understand examples will help any readers, and developers be in the know of the theory behind LLMs, prompt engineering, RAG, orchestration platforms and more. This book provides practical insights and real-world applications of, inter alia, RAG systems and prompt engineering.

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Prompt Engineering Prompt Engineer LLM NLP 75

Towards AI

SEPTEMBER 22, 2023

The researchers focused on the development of new concepts with all their fascinating academic magic; while clients were aware that ML consultants had expertise that they and their team lacked, the ML consultants took pride in delivering their unique contributions. One example is prompt engineering. Everyone was happy.

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Prompt Engineering Prompt Engineer ML Engineer ML 59

Chatbots Life

MAY 12, 2023

We will discuss how models such as ChatGPT will affect the work of software engineers and ML engineers. Will ChatGPT replace software engineers? Will ChatGPT replace ML Engineers? This task has however proven to be extremely effective, given a large training set and sufficient model size.

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ChatGPT Software Engineer NLP Prompt Engineer 93

AWS Machine Learning Blog

SEPTEMBER 1, 2023

Nowadays, the majority of our customers is excited about large language models (LLMs) and thinking how generative AI could transform their business. However, bringing such solutions and models to the business-as-usual operations is not an easy task. Only prompt engineering is necessary for better results.

Generative AI 122

Generative AI Prompt Engineering Prompt Engineer AI 122

Towards AI

JUNE 18, 2024

The principles of CNNs and early vision transformers are still important as a good background for ML engineers, even though they are much less popular nowadays. The book focuses on adapting large language models (LLMs) to specific use cases by leveraging Prompt Engineering, Fine-Tuning, and Retrieval Augmented Generation (RAG).

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Large Language Models Prompt Engineering Prompt Engineer LLM 54

AWS Machine Learning Blog

OCTOBER 4, 2023

With unique data formats and strict regulatory requirements, customers are looking for choices to select the most performant and cost-effective model, as well as the ability to perform necessary customization (fine-tuning) to fit their business use case. SageMaker is in scope for HIPAA BAA , SOC123 , and HITRUST CSF.

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LLM Large Language Models ML Data Scientist 109

AWS Machine Learning Blog

JULY 24, 2024

Large language models (LLMs) have achieved remarkable success in various natural language processing (NLP) tasks, but they may not always generalize well to specific domains or tasks. You can customize the model using prompt engineering, Retrieval Augmented Generation (RAG), or fine-tuning.

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LLM ML Generative AI Machine Learning 122

Heartbeat

OCTOBER 5, 2023

Unsurprisingly, Machine Learning (ML) has seen remarkable progress, revolutionizing industries and how we interact with technology. The emergence of Large Language Models (LLMs) like OpenAI's GPT , Meta's Llama , and Google's BERT has ushered in a new era in this field.

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Large Language Models DevOps Machine Learning Prompt Engineering 52

ODSC - Open Data Science

JANUARY 10, 2024

The AI Paradigm Shift: Under the Hood of a Large Language Models Valentina Alto | Azure Specialist — Data and Artificial Intelligence | Microsoft Develop an understanding of Generative AI and Large Language Models, including the architecture behind them, their functioning, and how to leverage their unique conversational capabilities.

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Large Language Models LLM Deep Learning Data Science 52

Snorkel AI

MAY 4, 2023

In the era of large language models (LLMs), your data is the difference maker. Large Language Models (LLMs) such as GPT-4 and LLaMA have revolutionized natural language processing and understanding, enabling a wide range of applications, from conversational AI to advanced text generation.

Computer Vision 52

Computer Vision Large Language Models Natural Language Processing AI 52

Snorkel AI

MAY 4, 2023

In the era of large language models (LLMs), your data is the difference maker. Large Language Models (LLMs) such as GPT-4 and LLaMA have revolutionized natural language processing and understanding, enabling a wide range of applications, from conversational AI to advanced text generation.

Computer Vision 52

Computer Vision Large Language Models Natural Language Processing AI 52

Snorkel AI

JUNE 9, 2023

Snorkel Co-Founder and CEO Alex Ratner kicked off the day’s events by giving attendees a peek into Snorkel’s new Foundation Model Data Platform, which includes solutions to develop and adapt large language models and foundation models. This approach, Zhang said, yields several advantages.

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Large Language Models Data Scientist Machine Learning Computer Vision 52

Snorkel AI

JUNE 9, 2023

Snorkel Co-Founder and CEO Alex Ratner kicked off the day’s events by giving attendees a peek into Snorkel’s new Foundation Model Data Platform, which includes solutions to develop and adapt large language models and foundation models. This approach, Zhang said, yields several advantages.

Large Language Models 52

Large Language Models Data Scientist Machine Learning Computer Vision 52

ODSC - Open Data Science

NOVEMBER 25, 2024

We had bigger sessions on getting started with machine learning or SQL, up to advanced topics in NLP, and of course, plenty related to large language models and generative AI. Top Sessions With sessions both online and in-person in South San Francisco, there was something for everyone at ODSC East.

Data Science 52

Data Science AI Engineer Prompt Engineering Prompt Engineer 52

The MLOps Blog

JUNE 27, 2023

W&B (Weights & Biases) W&B is a machine learning platform for your data science teams to track experiments, version and iterate on datasets, evaluate model performance, reproduce models, visualize results, spot regressions, and share findings with colleagues. – Takes corrective actions (e.g.

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Machine Learning Metadata Data Scientist Data Quality 134

AWS Machine Learning Blog

NOVEMBER 29, 2023

In the last few years Large Language Models (LLMs) have risen to prominence as outstanding tools capable of understanding, generating and manipulating text with unprecedented proficiency. input prompts comprising input data and query) and define metrics like similarity and toxicity.

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LLM Data Scientist Algorithm Generative AI 102

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.

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Generative AI LLM ML AI 135

AWS Machine Learning Blog

DECEMBER 17, 2024

Amazon SageMaker helps data scientists and machine learning (ML) engineers build FMs from scratch, evaluate and customize FMs with advanced techniques, and deploy FMs with fine-grain controls for generative AI use cases that have stringent requirements on accuracy, latency, and cost.

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LLM Prompt Engineering Prompt Engineer Generative AI 86