AWS Machine Learning Blog

MARCH 28, 2024

The following are the main steps for domain dataset curation: Identify data sources – Potential data sources for domain corpus include open web, Wikipedia, books, social media, and internal documents. For example, Meta’s Llama models are trained on datasets such as CommonCrawl , C4 , Wikipedia, and ArXiv.

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Towards AI

JANUARY 11, 2024

The GPT Store is envisioned as a marketplace of generative chatbots, where each bot is an instance of OpenAI’s GPT-4 model, customized with specific prompts (instructions), a set of tools (retrieval, dalle, browsing, code interpreter & custom actions), and the ability to load files to add custom knowledge to use with retrieval.

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Towards AI

JANUARY 30, 2024

The model can collect information from patients and provide clear explanations of medical conditions in a wellness visit consultation. The model can collect information from patients and provide clear explanations of medical conditions in a wellness visit consultation. Why should you care?

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AWS Machine Learning Blog

JANUARY 26, 2024

Being aware of risks fosters transparency and trust in generative AI applications, encourages increased observability, helps to meet compliance requirements, and facilitates informed decision-making by leaders. This post provides three guided steps to architect risk management strategies while developing generative AI applications using LLMs.

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Pickl AI

JULY 12, 2023

With Grammarly, students can refine their essays, assignments, and research papers, ensuring their work is error-free and well-written. Students can utilize Wolfram Alpha to tackle challenging math problems, explore scientific concepts, and access a wealth of information for their projects. 10 Best AI Tools for Students 1.

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Becoming Human

APRIL 19, 2024

This renders research on safeguarding the use of LLMs crucial and necessary. c) Input: Calculate the total surface area of a cube with a side length of 5 cm. Towards Improving the Safety of LLMs The field of Natural Language Processing has undergone a revolutionary transformation with the advent of Large Language Models (LLMs).

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AWS Machine Learning Blog

FEBRUARY 20, 2024

ZOO Digital provides end-to-end localization and media services to adapt original TV and movie content to different languages, regions, and cultures. It makes globalization easier for the world’s best content creators. This time-consuming process must be completed before content can be dubbed into another language.

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Pickl AI

SEPTEMBER 12, 2023

After completing a Bachelor of Computer Applications (BCA) degree, many graduates find themselves at a crucial crossroads, eager to delve deeper into the world of information technology and computer science. Web Developer: Web development is a specialized field within software development.

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Snorkel AI

MARCH 15, 2023

Jay Alammar, director and engineering fellow at Cohere, presented a talk entitled “Generative AI is… what, exactly?” at Snorkel AI’s recent Foundation Model Virtual Summit. Below follows a transcript of his talk, lightly edited for readability. Let’s start by defining a little bit of what we mean when we say, “Generative AI.”

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Snorkel AI

MARCH 15, 2023

Jay Alammar, director and engineering fellow at Cohere, presented a talk entitled “Generative AI is… what, exactly?” at Snorkel AI’s recent Foundation Model Virtual Summit. Below follows a transcript of his talk, lightly edited for readability. Let’s start by defining a little bit of what we mean when we say, “Generative AI.”

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ML Review

MARCH 5, 2019

Different lenses to see through AI; motivations and introduction to our web app At MTank , we work towards two goals. (1) Part 1: A bird’s eye view of AI research Part 2: Distilling by Embedding What is this and why did you do it? Often, a researcher needs to divide their time between reading, coding, admin, teaching, etc.

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AWS Machine Learning Blog

MAY 25, 2023

A commonly used approach to address this problem is to use a technique called Retrieval Augmented Generation (RAG). in 2020 as a model where parametric memory is a pre-trained seq2seq model and the non-parametric memory is a dense vector index of Wikipedia, accessed with a pre-trained neural retriever.

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AWS Machine Learning Blog

DECEMBER 13, 2023

Data scientists, ML engineers, IT staff, and DevOps teams must work together to operationalize models from research to deployment and maintenance. Data scientists, ML engineers, IT staff, and DevOps teams must work together to operationalize models from research to deployment and maintenance.

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AWS Machine Learning Blog

MAY 9, 2024

Through advanced analytics, software, research, and industry expertise across over 20 countries, Verisk helps build resilience for individuals, communities, and businesses. This post is co-written with Tom Famularo, Abhay Shah and Nicolette Kontor from Verisk.

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AWS Machine Learning Blog

MARCH 28, 2024

However, when building generative AI applications, you can use an alternative solution that allows for the dynamic incorporation of external knowledge and allows you to control the information used for generation without the need to fine-tune your existing foundational model.

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AWS Machine Learning Blog

AUGUST 14, 2023

Amazon SageMaker JumpStart is a machine learning (ML) hub offering algorithms, models, and ML solutions. You can also access the foundation models thru Amazon SageMaker Studio. Instruction tuning is a technique that involves fine-tuning a language model on a collection of NLP tasks using instructions.

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Mlearning.ai

DECEMBER 21, 2023

Retrieval Augmented Generation becomes powerful as it provides additional memory and context, and increases the confidence in LLM responses. Many users started using ChatGPT as a source of information, like an alternative to Google. Source : Image by Author The advancements in the LLM space have been mind-boggling.

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Data Science Dojo

MAY 3, 2024

To put the research into perspective, here’s a framework for categorizing design patterns for building agents. Reflection Reflection in AI agents refers to a design pattern where an LLM generates an output and then reflects on its creation to identify improvement areas. This helps the AI deliver higher-quality results.

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Data Science Dojo

AUGUST 24, 2023

This infrastructure is valuable in areas where accuracy, reproducibility, and reliability are critical, such as healthcare, finance, and self-driving cars. ML models have grown significantly in recent years, and businesses increasingly rely on them to automate and optimize their operations. What is MLOps?

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AWS Machine Learning Blog

FEBRUARY 14, 2024

It enables you to privately customize the FMs with your data using techniques such as fine-tuning, prompt engineering, and Retrieval Augmented Generation (RAG), and build agents that run tasks using your enterprise systems and data sources while complying with security and privacy requirements.

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AWS Machine Learning Blog

APRIL 26, 2024

What is SageMaker JumpStart SageMaker JumpStart is a fully managed platform that offers state-of-the-art foundation models for various use cases such as content writing, code generation, question answering, copywriting, summarization, classification, and information retrieval.

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AWS Machine Learning Blog

MARCH 13, 2024

Gemma model Gemma is a family of lightweight, state-of-the-art models built from the same research and technology used to create the Gemini models. Today, we’re excited to announce that the Gemma model is now available for customers using Amazon SageMaker JumpStart. The complete notebook is available on GitHub.

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O'Reilly Media

JULY 25, 2023

My student and I recently published a research paper on this topic, which we summarized in our Radar article Teaching Programming in the Age of ChatGPT. Or even if you haven’t yet, then you’ve at least heard about these tools in your newsfeed over the past year. This article summarizes what I learned from that experience.

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PyImageSearch

SEPTEMBER 18, 2023

zero-shot image classification, text-to-image retrieval, and image similarity). SAM and CLIP Integration As we briefly discussed in the previous tutorial, the CLIP model is a recent foundational model for computer vision that utilizes large-scale web-based image-text data to train strong representations that encode semantic knowledge.

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AWS Machine Learning Blog

DECEMBER 5, 2023

Structured data, defined as data following a fixed pattern such as information stored in columns within databases, and unstructured data, which lacks a specific form or pattern like text, images, or social media posts, both continue to grow as they are produced and consumed by various organizations.

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AWS Machine Learning Blog

DECEMBER 6, 2023

Fortunately, we can also use source knowledge to inform our LLMs. Source knowledge is information fed into the LLM through an input prompt. One popular approach to providing source knowledge is Retrieval Augmented Generation (RAG). One popular approach to providing source knowledge is Retrieval Augmented Generation (RAG).

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Hacker News

MAY 3, 2023

In the grand tapestry of modern artificial intelligence, how do we ensure that the threads we weave when designing powerful AI systems align with the intricate patterns of human values? This question lies at the heart of AI alignment , a field that seeks to harmonize the actions of AI systems with our own goals and interests.

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Flipboard

AUGUST 21, 2023

Jump Right To The Downloads Section People Counter on OAK Introduction People counting is a cutting-edge application within computer vision, focusing on accurately determining the number of individuals in a particular area or moving in specific directions, such as “entering” or “exiting.” Project Structure What Is a Script Node in DepthAI?

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AWS Machine Learning Blog

MAY 24, 2023

By enabling users to interact with IDP systems in a more natural and intuitive way, through multi-round dialogue by adjusting inaccurate information or adding missing information aided with task automation, these systems can become more efficient, accurate, and user-friendly.

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AWS Machine Learning Blog

AUGUST 11, 2023

For more information about fine-tuning, refer to Domain-adaptation Fine-tuning of Foundation Models in Amazon SageMaker JumpStart on Financial data and Fine-tune transformer language models for linguistic diversity with Hugging Face on Amazon SageMaker. A common practice for NLP downstream tasks is to take a pre-trained LLM and fine-tune it.

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AWS Machine Learning Blog

AUGUST 16, 2023

Thomson Reuters (TR), a global content and technology-driven company, has been using artificial intelligence (AI) and machine learning (ML) in its professional information products for decades. This technology was one of the first of its kind, using NLP for more efficient and natural legal research.

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O'Reilly Media

NOVEMBER 28, 2023

Generative AI has been the biggest technology story of 2023. Almost everybody’s played with ChatGPT, Stable Diffusion, GitHub Copilot, or Midjourney. A few have even tried out Bard or Claude, or run LLaMA 1 on their laptop. What’s the reality? We wanted to find out what people are actually doing, so in September we surveyed O’Reilly’s users.

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AWS Machine Learning Blog

MAY 1, 2024

Llama 2 is an auto-regressive language model that uses an optimized transformer architecture and is intended for commercial and research use in English. For more information on Trainium Accelerator chips, refer to Achieve high performance with lowest cost for generative AI inference using AWS Inferentia2 and AWS Trainium on Amazon SageMaker.

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Google Research AI blog

JUNE 18, 2023

As a leader in computer vision research and a Platinum Sponsor , Google Research will have a strong presence across CVPR 2023 with 90 papers being presented at the main conference and active involvement in over 40 conference workshops and tutorials.

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PyImageSearch

FEBRUARY 19, 2024

vs. Gemini Pro for Image Classification Summary and Key Takeaways Citation Information Image Classification with Gemini Pro In this tutorial, you’ll learn how to use the Gemini Pro generative model with the Google AI Python SDK (software development kit) to generate code for image classification in PyTorch. ChatGPT-3.5

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PyImageSearch

OCTOBER 2, 2023

Why Does the Encoder of a VAE Follow a Gaussian Distribution? Objective Functions of VAE Reparameterization Trick Configuring Your Development Environment Need Help Configuring Your Development Environment? Using the renowned Fashion-MNIST dataset, we’ll guide you through understanding its nuances. Let’s get started!

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Mlearning.ai

SEPTEMBER 4, 2023

“Take” “Take” refers to the traditional software-as-a-service (SaaS) model where you use the software “as is” off-the-shelf. There are various options available. They include: Public access: Access to closed tools like OpenAI’s ChatGPT may be viable for some organizations. CA, NY, and MA).[1] CA, NY, and MA).[1] Turbo via the API.

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