DataKitchen

NOVEMBER 29, 2021

Model developers will test for AI bias as part of their pre-deployment testing. Quality test suites will enforce “equity,” like any other performance metric. Continuous testing, monitoring and observability will prevent biased models from deploying or continuing to operate. Companies Commit to Remote.

Testing 245

Testing Data Lake Data Architecture Manufacturing 245

O'Reilly on Data

JANUARY 17, 2023

Building Models. A common task for a data scientist is to build a predictive model. You’ll try this with a few other algorithms, and their respective tuning parameters–maybe even break out TensorFlow to build a custom neural net along the way–and the winning model will be the one that heads to production.

Machine Learning 331

Machine Learning Predictive Modeling Software Modeling 331

O'Reilly on Data

JUNE 18, 2024

Last month, TheNew York Times claimed that tech giants OpenAI and Google have waded into a copyright gray area by transcribing the vast volume of YouTube videos and using that text as additional training data for their AI models despite terms of service that prohibit such efforts and copyright law that the Times argues places them in dispute.

Advertising 353

Advertising Modeling Publishing Data Processing 353

Occam's Razor

SEPTEMBER 15, 2011

Winners, well before they think data or tool, have a well structured Digital Marketing & Measurement Model. This article guides you in understanding the value of the Digital Marketing & Measurement Model (notice the repeated emphasis on Marketing, not just Measurement), and how to create one for yourself. Here’s a great test.

Measurement 166

Measurement Marketing Modeling Key Performance Indicator 166

Occam's Razor

MAY 22, 2006

This post is a primer on the delightful world of testing and experimentation (A/B, Multivariate, and a new term from me: Experience Testing). Experimentation and testing help us figure out we are wrong, quickly and repeatedly and if you think about it that is a great thing for our customers, and for our employers.

Experimentation 103

Experimentation Testing Optimization Measurement 103

datapine

APRIL 15, 2020

Your Chance: Want to test an agile business intelligence solution? Business intelligence is moving away from the traditional engineering model: analysis, design, construction, testing, and implementation. In the traditional model communication between developers and business users is not a priority. Finalize testing.

Business Intelligence 276

Business Intelligence Analytics Testing Dashboards 276

CDW Research Hub

JUNE 23, 2020

As virtual desktop infrastructure (VDI) gains popularity among enterprises across multiple industries, and with many desktops migrating to the cloud, testing your virtual desktop environment has never been so important. Here are three reasons why testing is so important before setting up a virtual desktop environment.

Testing 92

Testing Strategy Data Processing Enterprise 92

Smart Data Collective

AUGUST 30, 2022

It also allows companies to offload large amounts of data from their networks by hosting it on remote servers anywhere on the globe. The model enables easy transfer of cloud services between different geographic regions, either onshore or offshore. Testing new programs. Multi-cloud computing. Centralized data storage.

Technology 139

Technology Enterprise Cost-Benefit Testing 139

IBM Big Data Hub

SEPTEMBER 7, 2023

Today we are announcing our latest addition: a new family of IBM-built foundation models which will be available in watsonx.ai , our studio for generative AI, foundation models and machine learning. Collectively named “Granite,” these multi-size foundation models apply generative AI to both language and code.

Modeling 101

Modeling Risk Unstructured Data Enterprise 101

O'Reilly on Data

MARCH 31, 2020

But there’s a host of new challenges when it comes to managing AI projects: more unknowns, non-deterministic outcomes, new infrastructures, new processes and new tools. For machine learning systems used in consumer internet companies, models are often continuously retrained many times a day using billions of entirely new input-output pairs.

Management 338

Management Machine Learning Experimentation Metrics 338

CIO Business Intelligence

JULY 1, 2024

Medium-sized companies are actively experimenting with and developing AI models, while small companies, often constrained by resources, show the highest percentage not actively considering GenAI. The survey reveals that cost is the least important factor, suggesting a willingness to invest in high-quality, reliable models.

Testing 125

Testing Data Processing Modeling Data-driven 125

AWS Big Data

NOVEMBER 17, 2023

It also applies general software engineering principles like integrating with git repositories, setting up DRYer code, adding functional test cases, and including external libraries. For more information, refer SQL models. When you run dbt test , dbt will tell you if each test in your project passes or fails.

Snapshot 111

Snapshot Data Processing Testing Data Warehouse 111

Cloudera

OCTOBER 20, 2021

Stress testing was heavily scrutinized in the post 2008 financial crisis. In a BIS advisory report , it was highlighted that the stress testing scenarios used by the banks were insufficient to capture the extreme risks and fluctuations that were realized. Transition : the changes in asset values, business models, etc. (ex.

Risk 85

Risk Modeling Risk Management Measurement 85

CIO Business Intelligence

NOVEMBER 29, 2024

The use of large language models (LLMs), as well as multi-modal AI, can place immense strain on the AI infrastructure. Take for instance the lack of comprehensive end-to-end tools that will integrate AI strategies across three deployment models: edge, core data center and cloud.

Enterprise 144

Enterprise IT Data-driven Strategy 144

CIO Business Intelligence

SEPTEMBER 9, 2022

“Organisations still struggle to connect the algorithms they are building to a business value proposition, which makes it difficult for IT and business leadership to justify the investment it requires to operationalise models.”. AI Test Drive functions as an effective AI-as-a-Service solution, and it is already demonstrating strong results.

Testing 144

Testing Data Processing Machine Learning Business Intelligence 144

CIO Business Intelligence

APRIL 10, 2024

The company needs massive computing power with CPUs and GPUs that are optimized for AI development, says Clark, adding that Seekr looked at the infrastructure it would need to build and train its huge AI models and quickly determined that buying and maintaining the hardware would be prohibitively expensive. Clark says.

IT 119

IT Testing Optimization Modeling 119

AWS Big Data

NOVEMBER 27, 2024

dbt Cloud is a hosted service that helps data teams productionize dbt deployments. After the data is in Amazon Redshift, dbt models are used to transform the raw data into key metrics such as ticket trends, seller performance, and event popularity. Create dbt models in dbt Cloud. Deploy dbt models to Amazon Redshift.

Data Warehouse 108

Data Warehouse Analytics Testing Modeling 108

CIO Business Intelligence

MAY 14, 2024

Private cloud providers may be among the key beneficiaries of today’s generative AI gold rush as, once seemingly passé in favor of public cloud, CIOs are giving private clouds — either on-premises or hosted by a partner — a second look. You don’t want a mistake to happen and have it end up ingested or part of someone else’s model.

IT 143

IT Data Processing Enterprise Modeling 143

Sisense

MARCH 2, 2020

Introducing the Sisense Data Model APIs. The new Sisense Data Model APIs extend the capabilities provided by the Sisense REST APIs. Builders will be able to programmatically create and modify Sisense Data Models using fully RESTful and JSON-based APIs. You may be asking “What’s a Sisense Data Model, exactly?”

Modeling 87

Modeling Data-driven Dashboards Testing 87

Cloudera

NOVEMBER 13, 2024

Large Language Models (LLMs) will be at the core of many groundbreaking AI solutions for enterprise organizations. These enable customer service representatives to focus their time and attention on more high-value interactions, leading to a more cost-efficient service model. The Need for Fine Tuning Fine tuning solves these issues.

Cost-Benefit 86

Cost-Benefit Data Processing Testing Machine Learning 86

Smart Data Collective

JUNE 15, 2021

However, it is important to make sure that you understand the potential role of AI and what business model to build around it. However, even the most brilliant idea built around AI technology can fail without a proper business model. Without a good business model, you won’t understand customer needs and how to build your startup.

Modeling 95

Modeling Advertising Cost-Benefit Machine Learning 95

CIO Business Intelligence

NOVEMBER 16, 2022

Brown recently spoke with CIO Leadership Live host Maryfran Johnson about advancing product features via sensor data, accelerating digital twin strategies, reinventing supply chain dynamics and more. So end to end, our strategic priority has stood the test of time. That is part of the value we bring to the table.

IT 133

IT Modeling Digital Transformation Data Governance 133

CIO Business Intelligence

APRIL 17, 2024

Similarly, clothing brand Under Armour recently produced an ad that used AI-generated 3D models of the British boxer Anthony Joshua, based on videos they took of him in the past. Helping software developers write and test code Similarly in tech, companies are currently open about some of their use cases, but protective of others.

Enterprise 129

Enterprise Testing Digital Transformation Software 129

Smart Data Collective

FEBRUARY 3, 2022

A virtual machine allows a single machine to have more than one operating systems by running a host operating system and installing the guest operating systems on top of it. Rather, you install Docker software on the host operating system. Once your code is ready, and your model is working as expected, create your Docker image file.

Data Science 129

Data Science Data Processing Testing Big Data 129

CIO Business Intelligence

JANUARY 31, 2024

But AI users must also get over the urge to use the biggest, baddest AI models to solve every problem if they truly want to fight climate change. Is it necessary for a model that can also write a sonnet to write code for us?” Our approach has been to create specific models for specific use cases rather than one general-purpose model.”

Cost-Benefit 135

Cost-Benefit Modeling Testing IoT 135

Smart Data Collective

NOVEMBER 7, 2022

AWS Cloud is a suite of hosting products used by such services as Dropbox, Reddit, and others. You can use it instead of a private hosting (or dedicated hosting). We talked about the benefits of using AWS for SaaS business models , but it can help with many other businesses too. EC2 is not a traditional hosting solution.

Enterprise 120

Enterprise Data Processing Cost-Benefit Snapshot 120

CIO Business Intelligence

AUGUST 16, 2023

ChatGPT is capable of doing many of these tasks, but the custom support chatbot is using another model called text-embedding-ada-002, another generative AI model from OpenAI, specifically designed to work with embeddings—a type of database specifically designed to feed data into large language models (LLM).

Modeling 98

Modeling Enterprise Cost-Benefit Data Science 98

DataRobot

JULY 27, 2021

In a global marketplace where decision-making needs to happen with increasing velocity, data science teams often need not only to speed up their modeling deployment but also do it at scale across their entire enterprise. This allows for the pipelining of incredibly complex inference models.

Optimization 98

Optimization Modeling Machine Learning Deep Learning 98

CIO Business Intelligence

MARCH 10, 2022

Fujitsu remains very much interested in the mainframe market, with a new model still on its roadmap for 2024, and a move under way to “shift its mainframes and UNIX servers to the cloud, gradually enhancing its existing business systems to optimize the experience for its end-users.”

Sales 130

Sales Testing Experimentation Data Processing 130

CIO Business Intelligence

JUNE 16, 2022

Cloud-first applications support a manageable OpEx cost model, metered like a utility, as opposed to requiring significant upfront capital investments in infrastructure and software licenses. That’s illustrated by the ability of cloud-first businesses to pivot to a remote work-from-home model with unprecedented speed and scale.”.

Strategy 138

Strategy Enterprise Digital Transformation Data Processing 138

Smart Data Collective

NOVEMBER 11, 2020

Here are some of the factors that you should look for when selecting one if you want to prevent a data breach: Incredible speed – unlike many other VPN services, a good VPN does not decrease the speed that data is transferred between the host and client server. A good VPN will prevent tunnel leaks and use excellent encryption.

Data Processing 137

Data Processing Testing Technology Risk 137

DataRobot

JANUARY 15, 2020

Kaggle is a popular online forum that hosts machine learning competitions with real-world data, often provided by commercial or non-profit enterprises to crowd-source AI solutions to their problems. For every competition, the host provides a training and test set of data. Their accuracy is then ranked on a public leaderboard.

Data Processing 16

Data Processing Testing Metrics Machine Learning 16

datapine

MAY 2, 2023

Your Chance: Want to test a professional logistics analytics software? In a recent move towards a more autonomous logistical future, Amazon has launched an upgraded model of its highly-successful KIVA robots. Your Chance: Want to test a professional logistics analytics software?

Big Data 275

Big Data Internet of Things Cost-Benefit Optimization 275

CIO Business Intelligence

SEPTEMBER 29, 2023

User awareness training, strong login credentials with multifactor authentication, updated software that patches and reduces the likelihood of vulnerabilities, and regular testing will help companies prevent adversaries from getting that all-important initial access to their systems. You need to use a reputable registrar and hosting provider.

Data Processing 140

Data Processing Behavioral Analytics Testing Software 140

O'Reilly on Data

APRIL 22, 2020

For example, payday lending businesses are no doubt compliant with the law, but many aren’t models for good corporate citizenship. There aren’t simple standards and tests for ethical behavior, nor are you as likely to be called into court for acting unethically. Ethics is much more slippery.

Cost-Benefit 250

Cost-Benefit Finance Data-driven Strategy 250

CIO Business Intelligence

JANUARY 11, 2024

CIOs are under increasing pressure to deliver AI across their enterprises – a new reality that, despite the hype, requires pragmatic approaches to testing, deploying, and managing the technologies responsibly to help their organizations work faster and smarter. The top brass is paying close attention.

Enterprise 128

Enterprise Uncertainty Reporting Risk Management 128

CIO Business Intelligence

SEPTEMBER 9, 2024

A comprehensive regulatory reach DORA addresses a broad range of ICT risks, including incident response, resilience testing, third-party risk management, and information sharing. One notable tool, BMC HelixGPT , uses a large language model (LLM) that drives a suite of AI-powered software agents.

Risk Management 115

Risk Management Risk Management IT 115