O'Reilly Media - Data

MARCH 22, 2018

Over the years, machine learning (ML) has come a long way, from its existence as experimental research in a purely academic setting to wide industry adoption as a means for automating solutions to real-world problems. There is also a trade off in balancing a model’s interpretability and its performance.

Off-The-Shelf 118

Off-The-Shelf Artificial Inteligence Machine Learning Weak Development Team 118

CIO

JANUARY 9, 2024

Many organizations know that commercially available, “off-the-shelf” generative AI models don’t work well in enterprise settings because of significant data access and security risks. We’re using our own databases, testing against our own needs, and building around specific problem sets.

Artificial Inteligence 179

Artificial Inteligence Enterprise Generative AI Technical Review 179

AWS Machine Learning - AI

AUGUST 22, 2024

After being tested locally or as a training job, a data scientist or practitioner who is an expert on SageMaker can convert the function to a SageMaker pipeline step by adding a @step decorator. Generative AI models are constantly evolving, with new versions and updates released frequently.

Generative AI 124

Generative AI Artificial Inteligence Applications AWS 124

TechCrunch

MARCH 22, 2022

Smartphone cameras have gotten quite good, but it’s getting harder and harder to improve them because we’ve pretty much reached the limit of what’s possible in the space of a cubic centimeter. It may not be obvious that cameras won’t get better, since we’ve seen such advances in recent generations of phones.

Film 246

Film Technical Review Systems Review Weak Development Team 246

Netflix Tech

DECEMBER 3, 2019

About two years ago, we, at our newly formed Machine Learning Infrastructure team started asking our data scientists a question: “What is the hardest thing for you as a data scientist at Netflix?” Our job as a Machine Learning Infrastructure team would therefore not be mainly about enabling new technical feats.

Open Source 94

Open Source Data Artificial Inteligence Machine Learning 94

CIO

MARCH 13, 2024

L’analisi dei dati attraverso l’apprendimento automatico (machine learning, deep learning, reti neurali) è la tecnologia maggiormente utilizzata dalle grandi imprese che utilizzano l’IA (51,9%). Le reti neurali sono il modello di machine learning più utilizzato oggi.

Artificial Inteligence 158

Artificial Inteligence Machine Learning Software Review CTO Coach 158

O'Reilly Media - Ideas

MARCH 31, 2020

If you’re already a software product manager (PM), you have a head start on becoming a PM for artificial intelligence (AI) or machine learning (ML). A lot to learn, but worthwhile to access the unique and special value AI can create in the product space. Why AI software development is different.

Product Management 137

Product Management Artificial Inteligence Machine Learning Weak Development Team 137

CIO

NOVEMBER 27, 2024

Once the province of the data warehouse team, data management has increasingly become a C-suite priority, with data quality seen as key for both customer experience and business performance. But along with siloed data and compliance concerns , poor data quality is holding back enterprise AI projects.

Data 211

Data Enterprise Weak Development Team Software Review 211

Infinidat

MAY 4, 2021

Deep Learning Myths, Lies, and Videotape - Part 2: Balderdash! In Part 1 of this blog post , we discussed the history and definitions of Artificial Intelligence (AI), Machine Learning (ML) and Deep Learning (DL), as well as Infinidat’s use of true Deep Learning in our Neural Cache software. Adriana Andronescu.

Artificial Inteligence 98

Artificial Inteligence Off-The-Shelf Storage Machine Learning 98

O'Reilly Media - Ideas

OCTOBER 19, 2021

Much has been written about struggles of deploying machine learning projects to production. This approach has worked well for software development, so it is reasonable to assume that it could address struggles related to deploying machine learning in production too. The new category is often called MLOps.

DevOps 141

DevOps Data Software Review Technical Advisors 141

O'Reilly Media - Ideas

OCTOBER 13, 2020

Similarly, in “ Building Machine Learning Powered Applications: Going from Idea to Product ,” Emmanuel Ameisen states: “Indeed, exposing a model to users in production comes with a set of challenges that mirrors the ones that come with debugging a model.”. The field of AI product management continues to gain momentum.

Product Management 116

Product Management Artificial Inteligence UI/UX Off-The-Shelf 116

CIO

JULY 24, 2024

The challenge, as many businesses are now learning the hard way, is that simply applying black box, off-the-shelf LLMs, like a GPT-4, for example, will not deliver the accuracy and consistency needed for professional-grade solutions. The key to this approach is developing a solid data foundation to support the GenAI model.

Artificial Inteligence 113

Artificial Inteligence Off-The-Shelf Insurance How To 113

O'Reilly Media - Ideas

JANUARY 17, 2023

” I, thankfully, learned this early in my career, at a time when I could still refer to myself as a software developer. You know the drill: pull some data, carve it up into features, feed it into one of scikit-learn’s various algorithms. What would you say is the job of a software developer? Pretty simple. Building Models.

Software Review 135

Software Review Development Team Review Artificial Inteligence Machine Learning 135

CIO

JULY 21, 2023

Traditional methods of soliciting this feedback, such as focus groups and beta testing programs, apart from being expensive, often result in poor results. As SaaS solutions gain greater market share, and build mindshare, operational know-how is becoming critical to both their development and evolution.

Technical Review 148

Technical Review Weak Development Team Development Transportation 148

Altexsoft

OCTOBER 3, 2019

The day may come when a seasoned professional tells you or your colleague about their plan to leave the company in a month. This situation isn’t extraordinary: managers and HR specialists of any organization have been there. What’s clear is that employees and managers will have work to do. The problem can be viewed on a greater scale.

Analytics 16

Analytics Company Off-The-Shelf How To 16

O'Reilly Media - Ideas

MARCH 7, 2019

Language understanding benefits from every part of the fast-improving ABC of software: AI (freely available deep learning libraries like PyText and language models like BERT ), big data (Hadoop, Spark, and Spark NLP ), and cloud (GPU's on demand and NLP-as-a-service from all the major cloud providers). are written in English.

System 94

System Off-The-Shelf Artificial Inteligence Machine Learning 94

AWS Machine Learning - AI

DECEMBER 22, 2023

We start off with a baseline foundation model from SageMaker JumpStart and evaluate it with TruLens , an open source library for evaluating and tracking large language model (LLM) apps. These foundation models perform well with generative tasks, from crafting text and summaries, answering questions, to producing images and videos.

Artificial Inteligence 116

Artificial Inteligence Training Off-The-Shelf Metrics 116

CIO

JULY 14, 2023

In the shaper model, you’re leveraging existing foundational models, off the shelf, but retraining them with your own data.” Whether it’s text, images, video or, more likely, a combination of multiple models and services, taking advantage of generative AI is a ‘when, not if’ question for organizations.

Generative AI 148

Generative AI Artificial Inteligence Open Source ChatGPT 148

O'Reilly Media - Ideas

SEPTEMBER 15, 2020

AI is a field where value, in the form of outcomes and their resulting benefits, is created by machines exhibiting the ability to learn and “understand,” and to use the knowledge learned to carry out tasks or achieve goals. AI-generated benefits can be realized by defining and achieving appropriate goals.

How To 121

How To Off-The-Shelf Advertising Artificial Inteligence 121

Cloudera

SEPTEMBER 21, 2021

Using provider operators that are tested by a community of users reduces the overhead of writing and maintaining custom code in bash or python, and simplifies the DAG configuration as well. Airflow users can avoid writing custom code to connect to a new system, but simply use the off-the-shelf providers. airflow db init.

Off-The-Shelf 99

Off-The-Shelf Data Engineering Virtualization Cloud 99

AWS Machine Learning - AI

APRIL 16, 2024

Amazon SageMaker Studio provides a fully managed solution for data scientists to interactively build, train, and deploy machine learning (ML) models. In the process of working on their ML tasks, data scientists typically start their workflow by discovering relevant data sources and connecting to them.

Artificial Inteligence 118

Artificial Inteligence Data AWS Generative AI 118

Altexsoft

JUNE 6, 2019

In-store cameras and sensors detect each product one takes from a shelf, and items are being added to a virtual cart while a customer proceeds. Physical stores still have a lion’s share of sales, but the tendency of the growing demand for online experiences shouldn’t be ignored. Source: Forrester Consulting. Amazon Go stores.

Artificial Inteligence 89

Artificial Inteligence Artificial Intelligence Retail Innovation 89

Altexsoft

MAY 27, 2022

This article describes how data and machine learning help control the length of stay — for the benefit of patients and medical organizations. Length of stay calculation for hospitals: how machine learning can enhance results. Today, we can employ AI technologies to predict the date of discharge. days in 1960 to just 5.4

How To 98

How To Healthcare Artificial Inteligence Machine Learning 98

O'Reilly Media - Ideas

AUGUST 8, 2019

The rise of deep learning and other techniques have led to startups commercializing computer vision applications in security and compliance, media and advertising, and content creation. Companies are awash with unstructured and semi-structured text, and many organizations already have some experience with NLP and text analytics.

Guidelines 47

Guidelines Applications Artificial Inteligence Off-The-Shelf 47

Altexsoft

APRIL 1, 2021

The second covers tasks on coding, testing, and maintaining both RPA bots and the entire ecosystem. While hardware robots remain in the realm of investment-heavy manufacturing, software robots became increasingly popular in office work due to the rise of Robotic Process Automation or RPA. What is Robotic Process Automation in a nutshell.

Development 111

Development Software Review Technical Review Artificial Inteligence 111

Netflix Tech

DECEMBER 3, 2019

About two years ago, we, at our newly formed Machine Learning Infrastructure team started asking our data scientists a question: “What is the hardest thing for you as a data scientist at Netflix?” Our job as a Machine Learning Infrastructure team would therefore not be mainly about enabling new technical feats.

Open Source 53

Open Source Data Artificial Inteligence Machine Learning 53

Altexsoft

SEPTEMBER 6, 2018

Customer-facing applications powered by machine learning algorithms solve your customers’ problems. An expert talking about the capabilities of predictive analytics for business on a morning TV show is far from unusual. Articles covering AI or data science in Facebook and LinkedIn appear regularly, if not daily.

Company 63

Company Off-The-Shelf Data Software Review 63

Altexsoft

JUNE 7, 2019

If your company is among them, you will need to label massive amounts of text, images, and/or videos to create production-grade training data for your machine learning (ML) models. That means you’ll need smart machines and skilled humans in the loop. So how do you choose the data labeling tool to meet your needs?

Tools 88

Tools Data Technical Review Open Source 88

CIO

SEPTEMBER 10, 2024

Anzi, nella maggior parte dei settori, prevalgono le imprese che spendono più del 20% del budget digitale sull’AI “classica” o “analytical AI”, ovvero machine learning per estrarre conoscenza utile per il business. Le imprese continuano a investire sulle due tecnologie (in media, una quota di almeno il 5% del budget digitale).

Artificial Inteligence 97

Artificial Inteligence Off-The-Shelf Budget Banking 97

Altexsoft

JULY 14, 2021

To learn more, check the article on common HIPAA violations to be aware of. Imaging and test results. X-rays images, CT scans, MRI, and other test results performed in the lab carry the patient’s name and diagnosis. BAs include cloud service providers, billing companies, data storage, firms, and attorneys.

Off-The-Shelf 59

Off-The-Shelf Artificial Inteligence Machine Learning Healthcare 59

Altexsoft

SEPTEMBER 16, 2021

Digital twins play the same role for complex machines and processes as food tasters for monarchs or stunt doubles for movie stars. In many cases, it is powered by machine learning models. They prevent harm that otherwise could be done to precious assets. The article covers key questions about digital twins: how do they work?

IoT 64

IoT Technical Review Technical Advisors Energy 64

Altexsoft

APRIL 24, 2019

We talked with experts from Perfect Price, Prisync, and a data science specialist from The Tesseract Academy to understand how various businesses can use machine learning for dynamic pricing to achieve their revenue goals. Would you consider fixed costs, competitor prices, or both? Dynamic pricing strategy 101 and key approaches.

Artificial Inteligence 73

Artificial Inteligence Machine Learning Software Review Retail 73

Capgemini

NOVEMBER 16, 2023

Areas 4-6 require broad industry collaboration to create the common standards, architecture and models that will be critical for test and automation. Currently, there are three major gaps: An open approach to testing that spans all of the domains. That changes with vRAN. Cloud-native edge compute (MEC). A 5G standalone (SA) core.

Industry 52

Industry Cloud Off-The-Shelf Network 52

Cloudera

JULY 24, 2023

As a result, the platform development team needs to test many different combinations to ultimately identify the right major / minor version of each project that properly integrates with the rest of the custom distribution. data engineering pipelines, machine learning models). data engineering pipelines, machine learning models).

Open Source 66

Open Source Analytics Software Review Metrics 66

Altexsoft

SEPTEMBER 7, 2021

And it’s slowly paying off. Insurance companies find it difficult to attract new customers and retain them, especially when almost every insurer offers the same service or product. It’s also challenging since insurance is a low-touch industry, and insurers seldomly interact with their customers. The customer loyalty problem in insurance.

Insurance 59

Insurance Technical Review Strategy Technology 59

Perficient

JANUARY 17, 2025

Strict regulations around HIPAA, PHI, and PII create significant barriers, making it difficult to adopt off-the-shelf AI solutions from fields like commerce or digital experience. In 2025, the medical device industry trends are not just shaping the futurethey’re redefining the present.

Trends 52

Trends Innovation Artificial Inteligence Healthcare 52

Actian

NOVEMBER 25, 2019

I wrote an initial blog a few weeks ago on flat files and why embedded software application developers readily adopted them. Then in the next blog, I covered why embedded developers are reluctant to use databases. In most cases, change doesn’t happen in ways that we immediately recognize and feel compelled to react to.

Artificial Inteligence 40

Artificial Inteligence Machine Learning Off-The-Shelf Systems Review 40