Ehud Reiter

MARCH 12, 2024

One of the fundamental principles of machine learning is that systems should not be tested and evaluated on the data they were trained on. One of the fundamental principles of machine learning is that systems should not be tested and evaluated on the data they were trained on. What is data contamination?

LLM 109

LLM NLP ChatGPT Machine Learning 109

AssemblyAI

AUGUST 3, 2023

From the large-scale proliferation of biased or false information to risks of psychological distress for chatbot users, the potential for misuse of language models is a subject of intense debate. One such method, Reinforcement Learning from Human Feedback (RLHF) , is currently leading the charge. How is it capable of doing this?

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LLM Chatbots ChatGPT OpenAI 238

AWS Machine Learning Blog

MAY 9, 2024

The rapid advancements in artificial intelligence and machine learning (AI/ML) have made these technologies a transformative force across industries. According to a McKinsey study , across the financial services industry (FSI), generative AI is projected to deliver over $400 billion (5%) of industry revenue in productivity benefits.

ML 106

ML Generative AI AI AI 106

Towards AI

MAY 7, 2024

The company has been known to test out new ideas in models at a smaller scale — and use scaling laws to predict performance at a higher parameter/ training token count, so perhaps this is the case here. The model was trained on 8.1 trillion tokens and has 21bn activated parameters. The model scores 77.8 on the MMLU benchmark and 81.1

Robotics 78

Robotics Chatbots OpenAI AI 78

Becoming Human

MAY 9, 2024

NLP is a branch of artificial intelligence (AI) that aims to teach machines how to understand, interpret, and generate human language. It’s crucial in various AI and machine learning (ML) applications. NER enables machines to recognize these entities and paves the way for more advanced language understanding.

Natural Language Processing 52

Natural Language Processing NLP Categorization Data Mining 52

IBM Journey to AI blog

JULY 25, 2023

Smart grid technology—an integral part of energy’s digital transformation—promises to modernize the traditional electrical system with an infusion of digital intelligence that helps energy providers transition to clean energy and reduce carbon emissions. Historically, the power grid has been a one-way street.

Automation 152

Automation Algorithm ML Artificial Intelligence 152

Pragnakalp

APRIL 29, 2024

Microsoft’s decision to launch Phi-3 reflects its commitment to enhancing AI models’ contextual understanding and response accuracy. The RAG framework significantly improves AI-generated text quality by connecting the model to external knowledge sources. It is trained on the dataset comprising 3,000 words.

Deep Learning 59

Deep Learning Big Data LLM Data Science 59

AWS Machine Learning Blog

NOVEMBER 22, 2023

By using the Framework, you will learn operational and architectural best practices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. By reading this post, you will learn about the Operational Excellence pillar in the Well-Architected Framework with the IDP case study.

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IDP Data Extraction Automation ML 84

AWS Machine Learning Blog

FEBRUARY 27, 2024

In this post, we share how Axfood, a large Swedish food retailer, improved operations and scalability of their existing artificial intelligence (AI) and machine learning (ML) operations by prototyping in close collaboration with AWS experts and using Amazon SageMaker. This is a guest post written by Axfood AB.

Machine Learning 112

Machine Learning DevOps Data Quality Data Scientist 112

AWS Machine Learning Blog

JANUARY 5, 2024

Many organizations have been using a combination of on-premises and open source data science solutions to create and manage machine learning (ML) models. Data science and DevOps teams may face challenges managing these isolated tool stacks and systems.

Data Science 110

Data Science Data Drift DevOps Auto-complete 110

AWS Machine Learning Blog

OCTOBER 24, 2023

This post is co-authored by Dhurjati Brahma, Senior Systems Architect at T-Mobile US, Inc and Jim Chao, Principal Engineer/Architect at T-Mobile US, Inc and Nicholas Zellerhoff Associate Systems Architect at T-Mobile US, Inc. T-Mobile US, Inc. T-Mobile US, Inc. In 2023, T-Mobile launched the Voicemail to Text Translate feature.

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Artificial Intelligence Artificial Intelligence Machine Learning Generative AI 90

ODSC - Open Data Science

MARCH 8, 2024

Source ) In a blog post released today, OpenAI fired back at Elon Musk’s lawsuit and moved to dismiss his claims about the company’s motives. Source ) In a blog post released today, OpenAI fired back at Elon Musk’s lawsuit and moved to dismiss his claims about the company’s motives. Do AI video generators dream of San Pedro?

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Artificial Intelligence Artificial Intelligence Large Language Models AI 52

AWS Machine Learning Blog

FEBRUARY 20, 2024

Trusted by the biggest names in entertainment, ZOO Digital delivers high-quality localization and media services at scale, including dubbing, subtitling, scripting, and compliance. ZOO Digital faces the challenge of diarizing content at scale while being economically viable. This process is called speaker diarization.

Metadata 95

Metadata Auto-complete Machine Learning Deep Learning 95

AWS Machine Learning Blog

NOVEMBER 8, 2023

In this era of cloud computing, developers are now harnessing open source libraries and advanced processing power available to them to build out large-scale microservices that need to be operationally efficient, performant, and resilient. However, modern applications often consist of extensive code, demanding significant computing resources.

Software Development 97

Software Development Machine Learning Auto-complete ML 97

Google Research AI blog

FEBRUARY 14, 2023

Within our lifetimes, we will see robotic technologies that can help with everyday activities, enhancing human productivity and quality of life. As we do this, we’re transforming robot learning into a scalable data problem so that we can scale learning of generalized low-level skills, like manipulation.

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Robotics LLM Algorithm Computer Vision 139

AWS Machine Learning Blog

APRIL 18, 2024

It’s the AI-powered platform for work that connects people, conversations, apps, and systems together in one place. Slack is also using Amazon SageMaker inference capabilities for advanced routing strategies to scale the solution to customers with optimal performance, latency, and throughput.

Generative AI 99

Generative AI ML AI AI 99

Allen AI

FEBRUARY 23, 2024

Tailored to revolutionize our utilization of Automatic Identification System (AIS) data, this platform aids AI in comprehending the intricacies of vessel behavior. A large, high-quality dataset is a prerequisite for any high-performance machine learning-based model.

Software Engineer 52

Software Engineer Machine Learning Big Data AI 52

Defined.ai blog

AUGUST 30, 2023

Machines are no longer confined to mere calculations; they now navigate the labyrinth of human language with startling proficiency. We’ll dive into the significance of quality datasets, provide actionable business insights, and chart out its exciting future trajectory. What is the Relationship between NLP and Machine Learning?

Machine Learning 52

Machine Learning NLP Natural Language Processing Data Mining 52

Google Research AI blog

FEBRUARY 2, 2023

Posted by Xingyou (Richard) Song, Research Scientist, and Chansoo Lee, Software Engineer, Google Research, Brain Team Google Vizier is the de-facto system for blackbox optimization over objective functions and hyperparameters across Google, having serviced some of Google’s largest research efforts and optimized a wide range of products (e.g.,

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Algorithm Machine Learning Software Engineer Python 95

AWS Machine Learning Blog

NOVEMBER 16, 2023

This is a joint blog with AWS and Philips. One of the key drivers of Philips’ innovation strategy is artificial intelligence (AI), which enables the creation of smart and personalized products and services that can improve health outcomes, enhance customer experience, and optimize operational efficiency.

Data Scientist 89

Data Scientist ML Data Science Automation 89

AWS Machine Learning Blog

JANUARY 26, 2024

The goal of this post is to empower AI and machine learning (ML) engineers, data scientists, solutions architects, security teams, and other stakeholders to have a common mental model and framework to apply security best practices, allowing AI/ML teams to move fast without trading off security for speed.

Generative AI 122

Generative AI LLM ML AI 122

AWS Machine Learning Blog

OCTOBER 19, 2023

These approaches don’t scale to effectively moderate millions of images and videos at sufficient quality or speed, which leads to a poor user experience, high costs to achieve scale, or even potential harm to brand reputation. You can train a custom adapter with as few as 20 annotated images in less than 1 hour.

Computer Vision 108

Computer Vision Auto-complete Artificial Intelligence Artificial Intelligence 108

AWS Machine Learning Blog

MARCH 13, 2023

Amazon SageMaker Ground Truth Plus is a managed data labeling service that makes it easy to label data for machine learning (ML) applications. It provides a high-precision understanding of the locations of different objects in the image and is often used to build perception systems for autonomous vehicles or robotics.

Machine Learning 68

Machine Learning ML Robotics Software Engineer 68

Bugra Akyildiz

APRIL 20, 2024

Generative Recommenders We have recently open-sourced our next generation recommender system: Generative Recommender , check it out, give stars and fork if you are interested in contributing! Now, back to the original programming: Articles Pinterest wrote a blog post on generating SQL queries from text.

LLM 52

LLM Natural Language Processing NLP Big Data 52

Heartbeat

OCTOBER 5, 2023

Unsurprisingly, Machine Learning (ML) has seen remarkable progress, revolutionizing industries and how we interact with technology. This is where the world of operations steps in, and while MLOps (Machine Learning Operations) has been a guiding light, a new paradigm is emerging — LLMOps (Large Language Model Operations).

Large Language Models 52

Large Language Models DevOps Prompt Engineer Prompt Engineering 52

Topbots

APRIL 11, 2023

As a testament to the remarkable progress in this area, several groundbreaking language models have emerged in recent years, pushing the boundaries of what machines can understand and generate. In the rapidly evolving field of artificial intelligence, natural language processing has become a focal point for researchers and developers alike.

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NLP Large Language Models BERT Natural Language Processing 98

AWS Machine Learning Blog

FEBRUARY 13, 2024

Amazon SageMaker Feature Store is a fully managed, purpose-built repository to store, share, and manage features for machine learning (ML) models. Features are used repeatedly by multiple teams, and feature quality is critical to ensure a highly accurate model. Features are inputs to ML models used during training and inference.

ML 105

ML ML Engineer Machine Learning Data Scientist 105

AWS Machine Learning Blog

OCTOBER 6, 2023

The applications also extend into retail, where they can enhance customer experiences through dynamic chatbots and AI assistants, and into digital marketing, where they can organize customer feedback and recommend products based on descriptions and purchase behaviors. Features are the inputs used during training and inference of ML models.

Generative AI 111

Generative AI LLM Natural Language Processing Metadata 111

Google Research AI blog

MARCH 2, 2023

In 2021, we announced that we are using federated learning to train Smart Text Selection models, an Android feature that helps users select and copy text easily by predicting what text they want to select and then automatically expanding the selection for them. In the new protocol , client computation now scales logarithmically in N.

Software Engineer 119

Software Engineer Neural Network ML Machine Learning 119

Google Research AI blog

JUNE 14, 2023

To help with this, Google Maps launched Immersive View , which uses advances in machine learning (ML) and computer vision to fuse billions of Street View and aerial images to create a rich, digital model of the world. Is there good outdoor seating? Are there enough screens to watch the game?

Software Engineer 129

Software Engineer Neural Network Computer Vision Metadata 129

ODSC - Open Data Science

MARCH 11, 2024

EVENT — ODSC East 2024 In-Person and Virtual Conference April 23rd to 25th, 2024 Join us for a deep dive into the latest data science and AI trends, tools, and techniques, from LLMs to data analytics and from machine learning to responsible AI. Google’s DeepMind is elbow-deep in some incredible pieces of research and AI innovation.

Neural Network 52

Neural Network Robotics Data Science Algorithm 52

AWS Machine Learning Blog

DECEMBER 14, 2023

Stable Diffusion is a text-to-image model that empowers you to create high-quality images within seconds. In November 2022, we announced that AWS customers can generate images from text with Stable Diffusion models in Amazon SageMaker JumpStart , a machine learning (ML) hub offering models, algorithms, and solutions.

Natural Language Processing 94

Natural Language Processing LLM Prompt Engineer Prompt Engineering 94

Heartbeat

OCTOBER 23, 2023

Revolutionizing Healthcare through Data Science and Machine Learning Image by Cai Fang on Unsplash Introduction In the digital transformation era, healthcare is experiencing a paradigm shift driven by integrating data science, machine learning, and information technology.

Data Scientist 52

Data Scientist Machine Learning Big Data Algorithm 52

Topbots

MAY 17, 2023

In 2015, a research paper from Stanford University and UC Berkeley introduced diffusion models, coming originally from statistical physics, into the field of machine learning. We then learn a reverse diffusion process that restores structure in data, yielding a highly flexible and tractable generative model of the data.”

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Neural Network Computer Vision OpenAI Machine Learning 97

AWS Machine Learning Blog

JANUARY 16, 2024

ASR technology finds utility in transcription services, voice assistants, and enhancing accessibility for individuals with hearing impairments. In the ever-evolving landscape of machine learning and artificial intelligence, Amazon SageMaker provides a comprehensive ecosystem. Next, we create custom inference scripts.

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Python Machine Learning Deep Learning Metadata 102

AWS Machine Learning Blog

APRIL 18, 2023

RallyPoint has identified the transition period to a civilian career as a major opportunity to improve the quality of life for this population by creating automated and compelling job recommendations. To improve this experience for its members, we at RallyPoint wanted to explore how machine learning (ML) could help.

Machine Learning 72

Machine Learning ML Computer Vision Metadata 72

Snorkel AI

JUNE 12, 2023

Achieving real enterprise outcomes with GPT-You, not GPT-X Modern large language or “foundation” models have become incredibly powerful over the last several years due to a combination of data and compute scaling and “deep” model architectures. The key differentiator? They trained it on 100x the amount of data.

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Data Platform Large Language Models Software Development ChatGPT 145