Ehud Reiter

MAY 5, 2024

This blog is motivated by a letter which I sent to the Economist news magazine, in response to a survey they published on AI/Medicine (this is my second letter about AI which they have published recently). Obviously a letter is very short, so I thought I’d expand on the topic in a blog. This failed, despite the huge investment.

AI 109

AI AI ML Explainability 109

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. But from an evaluation perspective, such models have access to the complete Internet (not just the portion they were trained on), which means that test data should not be on the Internet at all.

LLM 109

LLM NLP ChatGPT Machine Learning 109

IBM Journey to AI blog

APRIL 21, 2023

Smallholder farmers, particularly those in arid and drought-prone regions, struggle to manage their farms because they lack access to guidance on how much water to use for specific crops to ensure a good yield. That’s not always the best way to do it. I need a more scientific approach.”

Artificial Intelligence 230

Artificial Intelligence Artificial Intelligence Machine Learning 230

IBM Journey to AI blog

FEBRUARY 16, 2024

Similar to other forms of security validation such as red teaming and penetration testing , BAS complements more traditional security tools by simulating cyberattacks to test security controls and provide actionable insights. How does breach and attack simulation work?

ESG 208

ESG Automation 208

IBM Journey to AI blog

MAY 8, 2023

This blog continues the discussion, now investigating the risks of adopting AI and proposes measures for a safe and judicious response to adopting AI. Technological risk—transparency The black-box characteristic of AI systems, especially generative AI, renders the decision process of AI algorithms hard to understand.

AI 189

AI AI Algorithm Generative AI 189

IBM Journey to AI blog

DECEMBER 19, 2023

We recommend a 4-stage roadmap for implementation, as shown in the figure below. In this stage, the focus is building an enterprise catalog of continuous integration, deployment and testing (CI/CD/CT) and Ops patterns with necessary tooling integrations to automate core development and testing activities.

Automation 209

Automation DevOps Software Development 209

Unite.AI

MAY 10, 2024

As if that is not enough, Hostinger is one of three web hosts recommended by WordPress. Having analysed the important features Hostinger offers and their performance, here’s how I’d rate the web host on a scale of 1.0 – 5.0. They also have a knowledge base, blog, and the Hostinger Academy to help you. Starting at $2.99

Robotics 130

Robotics 130

IBM Journey to AI blog

APRIL 18, 2024

If a passenger has ridden with it before, the AGI can use past conversations to personalize the experience further, even recommending things they enjoyed on a previous trip. Imagine a world where machines aren’t confined to pre-programmed tasks but operate with human-like autonomy and competence.

Neural Network 242

Neural Network LLM AI AI 242

IBM Journey to AI blog

JANUARY 16, 2024

To remain competitive in today’s relentlessly paced and ever-expanding marketplace, companies must think carefully about what products they’re developing and how they’re developing them, continuously iterating their processes to maintain a competitive edge. Why is a strong product development strategy important?

Software Development 210

Software Development 210

NVIDIA

JUNE 27, 2023

H100 GPUs set new records on all eight tests in the latest MLPerf training benchmarks released today, excelling on a new MLPerf test for generative AI. H100 GPUs delivered the highest performance on every benchmark, including large language models, recommenders, computer vision, medical imaging and speech recognition.

Generative AI 144

Generative AI Large Language Models Computer Vision AI 144

IBM Journey to AI blog

JUNE 20, 2023

One of the most important strategic decisions a business leader can make is how these assets are cared for over the course of their lifespans. Digital twins allow companies to run tests and predict performance based on simulations. Here’s what you need to know in order to build a successful strategy. What is an asset?

Machine Learning 197

Machine Learning Automation AI AI 197

IBM Journey to AI blog

JANUARY 3, 2024

How can we proactively invest in AI for more equitable and trustworthy outcomes? In 2020, the National Institute for Health (NIH) published a report stating that Black Americans died from COVID-19 at higher rates than White Americans, even though they make up a smaller percentage of the population. The NIH further stated that between 47.5

Responsible AI 203

Responsible AI Metadata Explainability AI 203

AWS Machine Learning Blog

MAY 16, 2024

LotteON aims to be a platform that not only sells products, but also provides a personalized recommendation experience tailored to your preferred lifestyle. In this post, we share how LotteON improved their recommendation service using Amazon SageMaker and machine learning operations (MLOps).

Deep Learning 88

Deep Learning Auto-complete Algorithm ML 88

IBM Journey to AI blog

FEBRUARY 14, 2024

But right now, pure AI can be programmed for many tasks that require thought and intelligence , as long as that intelligence can be gathered digitally and used to train an AI system. Assembling a version of the Mona Lisa in the style of Vincent van Gough is fun, but how often will that boost the bottom line?

Computer Vision 224

Computer Vision Automation Robotics AI 224

IBM Journey to AI blog

FEBRUARY 23, 2024

For example, natural language understanding (NLU) focuses on comprehension, enabling systems to grasp the context, sentiment and intent behind user messages. For example, natural language understanding (NLU) focuses on comprehension, enabling systems to grasp the context, sentiment and intent behind user messages.

Conversational AI 267

Conversational AI Chatbots NLP AI 267

NVIDIA

SEPTEMBER 11, 2023

In its debut on the MLPerf industry benchmarks, the NVIDIA GH200 Grace Hopper Superchip ran all data center inference tests, extending the leading performance of NVIDIA H100 Tensor Core GPUs. Separately, NVIDIA HGX H100 systems that pack eight H100 GPUs delivered the highest throughput on every MLPerf Inference test in this round.

Computer Vision 127

Computer Vision LLM BERT Large Language Models 127

Towards AI

JANUARY 12, 2024

In this blog, I’ll demonstrate how LLMs can be used to improve recommender systems in two ways at the same time: Increase the predictive power. Leveraging the rich knowledge compressed, each recommendation will have a context-based explanation.

Explainability 110

Explainability LLM AI AI 110

IBM Journey to AI blog

OCTOBER 16, 2023

As companies increase their use of artificial intelligence (AI), people are questioning the extent to which human biases have made their way into AI systems. However, just as systemic racial and gender bias have proven difficult to eliminate in the real world, eliminating bias in AI is no easy task.

Algorithm 194

Algorithm AI AI Artificial Intelligence 194

Ehud Reiter

SEPTEMBER 25, 2023

I gave an invited talk at the Counterspeech workshop a few weeks ago on “Generated texts should not worsen users’ emotional state” A few people asked me for copies of my slides, but I thought I’d instead write a blog based on my talk, I think that works better than reading a slide deck.

ChatGPT 141

ChatGPT LLM AI AI 141

AWS Machine Learning Blog

APRIL 4, 2024

However, delivering truly personalized recommendations presents several key challenges: Capturing diverse user interests – News can span many topics and even within specific topics, readers can have varied interests. Recommenders must quickly learn preferences from limited data to provide value.

ETL 83

ETL Auto-complete Metadata Data Ingestion 83

Towards AI

FEBRUARY 3, 2024

By Author In this post, you’ll learn about creating synthetic data, evaluating RAG pipelines using the Ragas tool, and understanding how various retrieval methods shape your RAG evaluation metrics. U+1F6E0️ Utilizing the Ragas Tool: Learning how to use Ragas to assess RAG model performance across various metrics comprehensively.

Large Language Models 118

Large Language Models OpenAI Metadata Automation 118

IBM Journey to AI blog

APRIL 4, 2024

The traditional approach for banks and ISV application onboarding involves a review process, which consists of several key items like the following: A third-party architecture review, where the ISV needs to have an architecture document describing how they are deploying into the cloud and how it is secure.

Automation 154

Automation AI AI 154

IBM Journey to AI blog

OCTOBER 25, 2023

Here’s how CTOs and CIOs can evaluate their technology and data estates, assess the opportunity and chart a path forward. Here’s how CTOs and CIOs can evaluate their technology and data estates, assess the opportunity and chart a path forward. They need to champion modernization as a business initiative, not an IT project.

Generative AI 227

Generative AI Automation AI AI 227

IBM Journey to AI blog

SEPTEMBER 19, 2023

Though you may encounter the terms “data science” and “data analytics” being used interchangeably in conversations or online, they refer to two distinctly different concepts. Data science is an area of expertise that combines many disciplines such as mathematics, computer science, software engineering and statistics.

Data Science 213

Data Science Data Scientist Machine Learning Data Mining 213

IBM Journey to AI blog

OCTOBER 16, 2023

ML algorithms and data science are how recommendation engines at sites like Amazon, Netflix and StitchFix make recommendations based on a user’s taste, browsing and shopping cart history. Here are some real-world applications of machine learning that have become part of our everyday lives.

Machine Learning 129

Machine Learning ML Algorithm Chatbots 129

IBM Journey to AI blog

MAY 15, 2023

The Aquality app leverages technologies such as machine learning to help communities detect nitrate pollution and other quality characteristics in water and is experimenting with artificial intelligence to provide feedback and recommendations to farmers. Yet, reports have said that one in four people do not have access to safe drinking water.

UX Design 212

UX Design Artificial Intelligence Artificial Intelligence Explainability 212

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. “To

Machine Learning 72

Machine Learning ML Computer Vision Metadata 72

Unite.AI

JUNE 15, 2023

NLP Engineers play a crucial role in developing systems that can process and analyze vast amounts of textual data, allowing for applications such as search engines, voice assistants, and sentiment analysis. It focuses on enabling computers to understand, interpret, and generate human language.

Natural Language Processing 245

Natural Language Processing NLP Machine Learning Algorithm 245

AWS Machine Learning Blog

NOVEMBER 8, 2023

This post explores how Amazon CodeWhisperer can help with code optimization for sustainability through increased resource efficiency. In this post, we discover how Amazon CodeWhisperer helps address these concerns and reduce the environmental footprint of your code. Therefore, AWS can help lower the workload carbon footprint up to 96%.

Software Development 100

Software Development Machine Learning Auto-complete ML 100

Pickl AI

APRIL 8, 2024

This blog explores 13 major AI blunders, highlighting issues like algorithmic bias, lack of transparency, and job displacement. From the moment we wake up to the personalized recommendations on our phones to the algorithms powering facial recognition software, AI is constantly shaping our world.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Algorithm AI 52

AWS Machine Learning Blog

OCTOBER 27, 2023

Generative artificial intelligence is transforming how enterprises do business. Developers can use Amazon Personalize to build applications powered by the same type of machine learning (ML) technology used by Amazon.com for real-time personalized recommendations.

Generative AI 89

Generative AI AI AI Artificial Intelligence 89

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 113

Generative AI LLM Natural Language Processing Metadata 113

NVIDIA

FEBRUARY 5, 2024

The study , called “Rethinking Concerns About AI’s Energy Use,” provides a well-researched examination into how AI can — and in many cases already does — play a large role in addressing these critical needs. AI can help “reduce carbon emissions, support clean energy technologies, and address climate change,” it said.

AI 101

AI AI Machine Learning Deep Learning 101

IBM Journey to AI blog

JULY 6, 2023

In a nutshell, data science brings structure to big data while machine learning focuses on learning from the data itself. This post will dive deeper into the nuances of each field. What is data science? Data science is a broad, multidisciplinary field that extracts value from today’s massive data sets. What is machine learning?

Data Science 151

Data Science Machine Learning Big Data Data Mining 151

Towards AI

FEBRUARY 20, 2024

I am starting a series with this blog, which will guide a beginner to get the hang of the ‘Machine learning world’. Instead of being told how to perform a task, they learn from data and improve their performance over time. How Machine Learning Works? Photo by Andrea De Santis on Unsplash So, What is Machine Learning?

Machine Learning 85

Machine Learning ML Neural Network Algorithm 85

Bugra Akyildiz

JUNE 11, 2023

Articles Pinterest wrote an excellent post in recommender systems on how they introduce diversity in their recommendations stack. They examine various strategies in different parts of the multistage ranking system and introduce different methods based on the constraints of different stages.

Algorithm 52

Algorithm Deep Learning Python NLP 52

IBM Journey to AI blog

JULY 10, 2023

Vibration analysis—a component of condition monitoring systems—utilizes vibration sensors to measure frequencies in an asset and detect abnormalities that may indicate a problem. Understanding vibrations Vibrations are multidimensional, so vibration testing requires an understanding of various parameters.

Algorithm 152

Algorithm AI AI 152