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How to Work Smarter, Not Harder, with Artificial Intelligence

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As artificial intelligence (AI) continues to transform industries—from healthcare and finance to entertainment and education—the demand for professionals who understand its inner workings is skyrocketing. spam detection) and regression (e.g., predicting housing prices).

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What Are Large Language Models (LLMs)?

Pickl AI

A large language model (LLM) is a sophisticated artificial intelligence tool designed to understand, generate, and manipulate human language. Powered by transformers and trained on enormous datasets spanning books, articles, websites, and more, LLMs can mimic human communication with subtlety and context.

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Use language embeddings for zero-shot classification and semantic search with Amazon Bedrock

AWS Machine Learning Blog

For instance, for culture, we have a set of embeddings for sports, TV programs, music, books, and so on. In a traditional classification system, wed be required to train a classifiera supervised learning task where wed need to provide a series of examples to establish whether an article belongs to its respective topic.

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Advanced fine-tuning methods on Amazon SageMaker AI

AWS Machine Learning Blog

This process typically involves training from scratch on diverse datasets, often consisting of hundreds of billions of tokens drawn from books, articles, code repositories, webpages, and other public sources. The key innovation of DPO lies in its formulation of preference learning as a classification problem.

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Announcing the First Speakers for ODSC West 2025

ODSC - Open Data Science

She’s the co-author of O’Reilly books on Graph Algorithms and Knowledge Graphs as well as a contributor to the Routledge book, Massive Graph Analytics , and the Bloomsbury book, AI on Trial. Suman is committed to leveraging open-source tools like LangChain, PyTorch, Numpy, and Pandas for advancing machine learning.

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Announcing the First Speakers for ODSC West 2025

ODSC - Open Data Science

She’s the co-author of O’Reilly books on Graph Algorithms and Knowledge Graphs as well as a contributor to the Routledge book, Massive Graph Analytics , and the Bloomsbury book, AI on Trial. Suman is committed to leveraging open-source tools like LangChain, PyTorch, Numpy, and Pandas for advancing machine learning.

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Fine-tune large language models with reinforcement learning from human or AI feedback

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Supervised learning can help tune LLMs by using examples demonstrating some desired behaviors, which is called supervised fine-tuning (SFT). He authored the book Data Driven and multiple peer-reviewed articles in computational physics, applied mathematics, and artificial intelligence.

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