IBM Journey to AI blog

FEBRUARY 20, 2024

In an era of accelerating climate change , predicting the near-future can yield major benefits. For instance, when utility officials are aware that a heat wave is on its way, they can plan energy procurement to prevent power outages. And how will humans adapt to them then? 2 How much higher will temperatures climb?

Data Analysis 309

Data Analysis Artificial Intelligence Artificial Intelligence AI 309

IBM Journey to AI blog

MAY 17, 2023

Any issues with these applications can lead to decreased productivity, wasted time and potential security risks. Because IT processes like ticket management are manual, they invite discrepancies and human error which can easily impact important KPIs and other downstream activities.

Automation 194

Automation Machine Learning AI AI 194

IBM Journey to AI blog

DECEMBER 5, 2023

While every customer interaction is different, organizations that want to improve customer retention and grow their customer base must create an effective customer service strategy. Organizations should surprise and delight existing, high-value customers by asking how they can provide more value.

Chatbots 174

Chatbots Conversational AI Generative AI Automation 174

IBM Journey to AI blog

JANUARY 16, 2024

The start of 2024 brings forth many questions as to what we can expect in the year ahead, especially in the financial services industry, where technological advances have skyrocketed and added complexities to an already turbulent landscape. This is something we’re likely to see more of this year. One example of this is in insurance.

Generative AI 129

Generative AI ESG Natural Language Processing Chatbots 129

IBM Journey to AI blog

NOVEMBER 24, 2023

The real problem lies in how the IT is organized, which reflects in how their current applications/services are built and managed (refer to Conway’s law ). In addition, enterprises end up building several band-aids and architectural layers to support new business initiatives and innovations.

Generative AI 253

Generative AI Auto-complete DevOps Automation 253

IBM Journey to AI blog

OCTOBER 25, 2023

Implementing generative AI can seem like a chicken-and-egg conundrum. In a recent IBM Institute for Business Value survey, 64% of CEOs said they needed to modernize apps before they could use generative AI. Organizations that have mastered hybrid cloud are well positioned to implement generative AI across the organization.

Generative AI 227

Generative AI Automation AI AI 227

AWS Machine Learning Blog

SEPTEMBER 28, 2023

With constantly evolving operations, processes, policies, and compliance requirements, it can be extremely difficult for employees and customers to stay up to date. Internally, employees can often spend countless hours hunting down information they need to do their jobs, leading to frustration and reduced productivity.

Generative AI 99

Generative AI Large Language Models Artificial Intelligence Artificial Intelligence 99

LevelAI

MARCH 28, 2024

In a previous blog, I delved into the pivotal role of Automated Quality Assurance (QA) in optimizing chatbot and IVR systems , highlighting how expanding the typical QA process from human interactions to bot interactions can significantly enhance the customer experience and operational efficiency.

Computer Vision 52

Computer Vision Automation Chatbots AI 52

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. Many customers are looking for guidance on how to manage security, privacy, and compliance as they develop generative AI applications.

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AWS Machine Learning Blog

NOVEMBER 13, 2023

One of the most common applications of generative AI and large language models (LLMs) is answering questions based on a specific external knowledge corpus. You can use the following AWS CloudFormation template to create a new index or use an already running index. Deploy an Amazon Kendra index in your AWS account.

LLM 97

LLM Generative AI Large Language Models Data Scientist 97

Bugra Akyildiz

FEBRUARY 10, 2024

They talk about following problems to solve: Data complexity: How to efficiently process and learn from the intricate relationships within graph-structured data. Generalizability: Develop GNN models that can adapt to unseen graphs and tasks beyond the training data. It's unclear from the summary how this mechanism works exactly.

Neural Network 59

Neural Network Large Language Models LLM Chatbots 59

IBM Journey to AI blog

DECEMBER 16, 2022

Fortunately, the library has a computer at the front desk you can use to search its entire inventory by title, author, genre, and more. So, instead of wandering the aisles in hopes you’ll stumble across the book, you can walk straight to it and get the information you want much faster. Thankfully, a data catalog can help.

Metadata 130

Metadata Data Quality Data Discovery Data Scientist 130

AI Impacts

MARCH 29, 2024

Introduction The first serious attempt at building a subway in New York City occurred in 1866, following the end of the Civil War (1865) and the opening of the first subway in London (1863). When we consider how popular the subway was, even when it first opened, these failures are remarkable. 14 Local Businesses.

AI 147

AI AI 147

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. In this post, we discuss how to operationalize generative AI applications using MLOps principles leading to foundation model operations (FMOps).

Generative AI 106

Generative AI Prompt Engineer Prompt Engineering AI 106

ODSC - Open Data Science

MARCH 16, 2023

Developers are typically more hands-on in their work than other personnel, reflecting how they purchase products. The builders will show their leaders how efficient they are by providing them with access to the tools and resources they need. They can even purchase their product outright.

Software Development 95

Software Development Data Science Software Engineer AI 95

AWS Machine Learning Blog

SEPTEMBER 6, 2023

Generative AI is a type of AI that can create new content and ideas, including conversations, stories, images, videos, and music. With the advent of these LLMs or FMs, customers can simply build Generative AI based applications for advertising, knowledge management, and customer support.

Generative AI 98

Generative AI Large Language Models AI AI 98

AWS Machine Learning Blog

APRIL 11, 2023

With the integrated development environment (IDE) of Amazon SageMaker Studio with Jupyter Lab 3 , we can build, run, and serve Streamlit web apps from within that same environment for development purposes. This will serve as a starting point, and it can be generalized to demo any custom ML model. Create Studio using JupyterLab 3.0

ML Engineer 73

ML Engineer ML Data Scientist Machine Learning 73

AWS Machine Learning Blog

JULY 3, 2023

This can make it difficult for a human reviewer to validate and make corrections. In this post, we demonstrate how to create a new translated PDF from a scanned PDF while retaining the original document structure and formatting using a geometry-based approach with Amazon Textract , Amazon Translate , and Apache PDFBox.

Automation 70

Automation ML Machine Learning Algorithm 70

deepsense.ai

OCTOBER 8, 2023

We compare the existing solutions and explain how they work behind the scenes. Introduction While the concept of AI agents has been around for decades, it is undeniable that recent advancements in Large Language Models (LLMs) have revolutionized this field, opening up a whole new realm of possibilities and applications.

Auto-complete 92

Auto-complete LLM AI AI 92

AWS Machine Learning Blog

MARCH 13, 2023

For example, in video frames captured by a moving vehicle, class labels can include vehicles, pedestrians, roads, traffic signals, buildings, or backgrounds. It requires skilled labelers and significant time—some images can take up to 2 hours or more to label accurately! This labeling process is complex. Number of Corrective Clicks.

Machine Learning 68

Machine Learning ML Robotics Software Engineer 68

Snorkel AI

APRIL 16, 2024

Paroma Varma, co-founder at Snorkel AI, and Ali Arsenjani, director of AI/ML partner engineering at Google, discussed the role of data in the development and implementation of LLMs. Customization is crucial, and injecting unique organizational data (their ‘secret sauce’) into these models can help tailor them for specific use cases.

Large Language Models 52

Large Language Models ML LLM Generative AI 52

Snorkel AI

APRIL 16, 2024

Paroma Varma, co-founder at Snorkel AI, and Ali Arsenjani, director of AI/ML partner engineering at Google, discussed the role of data in the development and implementation of LLMs. Customization is crucial, and injecting unique organizational data (their ‘secret sauce’) into these models can help tailor them for specific use cases.

Large Language Models 52

Large Language Models ML LLM Generative AI 52

Heartbeat

FEBRUARY 29, 2024

Over the years, we’ve witnessed significant milestones in programming languages, each bringing about transformative changes in how we write code and build software systems. We’ll explore how LLMs reshape how we write code, their potential for increasing developer productivity, and what lies beyond LLMs in the ever-evolving programming world.

Software Engineer 52

Software Engineer Software Development LLM Large Language Models 52

AWS Machine Learning Blog

APRIL 24, 2023

Since conversational AI has improved in recent years, many businesses have adopted cutting-edge technologies like AI-powered chatbots and AI-powered agent support to improve customer service while increasing productivity and lowering costs. and identified negative emojis to improve the model’s accuracy.

ML 62

ML NLP Machine Learning ETL 62

Pickl AI

FEBRUARY 8, 2023

You can interact in any language, ask questions to the chatbot, and receive answers in seconds. In the following blog, let’s look at how ChatGPT changes human function. You can now use ChatGPT extension in you phone and computer using which you can scroll through social media or search your queries in Google.

Data Science 52

Data Science ChatGPT Chatbots Data Scientist 52

AWS Machine Learning Blog

APRIL 19, 2023

Business requirements We are the US squad of the Sportradar AI department. A drive outcome could be an end of half, field goal attempt, touchdown, turnover, turnover on downs, or punt. Then we can build and publish it as a Maven library, hosted on our internal registry, which our service team could import into their own Java projects.

ML 75

ML Deep Learning Python Auto-classification 75

Ines Montani

AUGUST 4, 2017

I’m excited and proud to finally share what we’ve been working on since launching Explosion AI , alongside our NLP library spaCy and our consulting projects. A lot of the consulting projects we’ve worked on in the past year ended up circling back to the problem of labelling data to train custom models. Just buy more labour.

Python 52

Python Software Development Data Scientist Artificial Intelligence 52

The MLOps Blog

FEBRUARY 27, 2023

You can watch it on YouTube: Or listen to it as a podcast on: Spotify Apple Podcast But if you prefer a written version, here it is! Michal is the Director of AI at Deepsense.ai. Michal, to warm you up for all this question-answering, how would you explain to us managing computer vision projects in one minute?

Computer Vision 52

Computer Vision Auto-classification Auto-complete ML 52

AWS Machine Learning Blog

NOVEMBER 7, 2023

Large language models (LLMs) with their broad knowledge, can generate human-like text on almost any topic. Furthermore, the cost to train new LLMs can prove prohibitive for many enterprise settings. By sourcing context-relevant data, the model can provide informed, up-to-date responses tailored to your use case.

Large Language Models 96

Large Language Models Generative AI LLM AI 96

Explosion

AUGUST 21, 2016

In this post I’ll discuss three ways in which front-end development can improve AI technology: by improving the collection of annotated data, communicating the capabilities of the technology to key stakeholders, and exploring the system’s behaviours and errors. How can we improve user experience?

Artificial Intelligence 40

Artificial Intelligence Artificial Intelligence Algorithm NLP 40

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. Let’s start by defining a little bit of what we mean when we say, “Generative AI.” Recently, AI systems have been able to generate interesting things.

Generative AI 52

Generative AI Prompt Engineer Prompt Engineering AI 52

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. Let’s start by defining a little bit of what we mean when we say, “Generative AI.” Recently, AI systems have been able to generate interesting things.

Generative AI 52

Generative AI Prompt Engineer Prompt Engineering AI 52

IBM Journey to AI blog

JANUARY 8, 2024

In our last blog post, we outlined our phased modernization approach, starting with runtime/operational modernization and then performing architectural modernization, refactoring monolith into microservices. Backend for Front-End (BFF) services make it easier to convert Java objects to JSON or vice-versa.

Automation 178

Automation Explainability Machine Learning Algorithm 178

AWS Machine Learning Blog

MAY 18, 2023

Amazon Kendra can pull together data across several structured and unstructured knowledge base repositories to index and search on. You can now also choose OAuth 2.0 You can filter the search results based on the user and group information to ensure your search results are only shown based on user access rights. Choose Next.

IDP 76

IDP ML Metadata Categorization 76

Unite.AI

MAY 3, 2024

Content creation can get tricky, especially if you're a team generating marketing content across multiple channels. But what if there was a single platform you could use to instantly develop highly engaging content for your emails, ads, social media captions, and blog articles? Also, how accurate are the performance scores?

AI 130

AI AI NLP Natural Language Processing 130

Cold Takes

JANUARY 25, 2023

In the most important century series, I argued that the 21st century could be the most important century ever for humanity, via the development of advanced AI systems that could dramatically speed up scientific and technological advancement, getting us more quickly than most people imagine to a deeply unfamiliar future. What can I do to help?”

AI 52

AI AI AI Developer AI Development 52

AWS Machine Learning Blog

MAY 15, 2024

Crafting new questions for exams and quizzes can be tedious and time-consuming for educators. In this post, we explore how to build an application that generates tests tailored to your own lecture content. Students can take personalized quizzes and get immediate feedback on their performance. English characters.

Prompt Engineer 90

Prompt Engineer Prompt Engineering Generative AI Python 90