CIO Business Intelligence

FEBRUARY 9, 2024

You’ll want to make the policy a living document and update it on a suitable cadence as needed. Inside your organization, whether within the IT department or business units, be sure to emphasize and allow considerable time for testing and experimentation before going live.

IT 138

IT Experimentation Risk Testing 138

CIO Business Intelligence

MAY 1, 2024

Pilots can offer value beyond just experimentation, of course. McKinsey reports that industrial design teams using LLM-powered summaries of user research and AI-generated images for ideation and experimentation sometimes see a reduction upward of 70% in product development cycle times.

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

AWS Big Data

SEPTEMBER 5, 2024

It comes in two modes: document-only and bi-encoder. For more details about these two terms, see Improving document retrieval with sparse semantic encoders. Simply put, in document-only mode, term expansion is performed only during document ingestion. Bi-encoder mode improves performance but may cause more latency.

Metrics 105

Metrics Testing Experimentation Modeling 105

CIO Business Intelligence

MAY 9, 2024

Experimentation drives momentum: How do we maximize the value of a given technology? Via experimentation. This can be as simple as a Google Sheet or sharing examples at weekly all-hands meetings Many enterprises do “blameless postmortems” to encourage experimentation without fear of making mistakes and reprisal.

Enterprise 122

Enterprise Experimentation Sales Manufacturing 122

O'Reilly on Data

MARCH 23, 2023

It’s by far the most convincing example of a conversation with a machine; it has certainly passed the Turing test. Be very careful about documents that require any sort of precision. Still, I would want a human lawyer to review anything it produced; legal documents require precision. But it is an amazing analytic engine.”

IT 346

IT Modeling Testing Risk 346

Ontotext

JANUARY 10, 2025

Our goal is to test whether GenAI can handle diverse domains effectively and determine if its a viable tool for domain-specific graph-building tasks. Through iterative experimentation, we incrementally added new modules refining the prompts. Prompting The quality of GenAI outputs is heavily influenced by how prompts are formulated.

Informatics 59

Informatics Modeling Metadata Experimentation 59

CIO Business Intelligence

AUGUST 23, 2024

Like most enterprises, Bayer’s agricultural division will initially use AWS-based generative AI tools out-of-the-box to automate basic business processes, such as the production of internal technical documentation, McQueen says. Making that available across the division will spur more robust experimentation and innovation, he notes.

Data Science 101

Data Science Experimentation Testing Modeling 101

CIO Business Intelligence

OCTOBER 5, 2023

Sandeep Davé knows the value of experimentation as well as anyone. As chief digital and technology officer at CBRE, Davé recognized early that the commercial real estate industry was ripe for AI and machine learning enhancements, and he and his team have tested countless use cases across the enterprise ever since.

Experimentation 130

Experimentation Strategy Machine Learning Interactive 130

Rocket-Powered Data Science

OCTOBER 16, 2020

We build models to test our understanding, but these models are not “one and done.” Images, text, documents, audio, video and all the apps on your phone, all the things you search for on the internet? They are part of a cycle of learning. What you see with your eyes? That’s data. What you hear with your ears? That’s all data.

Digital Transformation 142

Digital Transformation Experimentation Data Science Data Strategy 142

CIO Business Intelligence

JULY 1, 2024

By documenting cases where automated systems misbehave, glitch or jeopardize users, we can better discern problematic patterns and mitigate risks. It’s then important to regularly test and validate AI systems to help identify potential issues proactively.”

Reporting 129

Reporting Risk Management Experimentation Risk 129

CIO Business Intelligence

AUGUST 20, 2024

One way to do this is to ensure all digital transformation initiatives have documented vision statements and clearly defined business and end-user objectives when scheduling major deployments. CIOs should consider stepping into the conversation as facilitators when teams and stakeholders are at a standstill negotiating timelines and scope.

IT 141

IT Digital Transformation Experimentation Risk 141

CIO Business Intelligence

APRIL 2, 2024

Joanne Friedman, PhD, CEO, and principal of smart manufacturing at Connektedminds, says orchestrating success in digital transformation requires a symphony of integration across disciplines : “CIOs face the challenge of harmonizing diverse disciplines like design thinking, product management, agile methodologies, and data science experimentation.

Management 140

Management Digital Transformation Testing Experimentation 140

DataRobot Blog

JANUARY 10, 2023

ML model builders spend a ton of time running multiple experiments in a data science notebook environment before moving the well-tested and robust models from those experiments to a secure, production-grade environment for general consumption. Capabilities Beyond Classic Jupyter for End-to-end Experimentation. Auto-scale compute.

Experimentation 52

Experimentation Machine Learning Data Science Modeling 52

Occam's Razor

APRIL 8, 2013

Sometimes, we escape the clutches of this sub optimal existence and do pick good metrics or engage in simple A/B testing. Testing out a new feature. If you have access to existing data, take some time to document what the current performance looks like. Identify, hypothesize, test, react. But it is not routine.

Metrics 157

Metrics KPI Analytics Key Performance Indicator 157

CIO Business Intelligence

DECEMBER 19, 2023

Create these six generative AI workstreams CIOs should document their AI strategy for delivering short-term productivity improvements while planning visionary impacts. If CIOs don’t improve conversions from pilot to production, they may find their investors losing patience in the process and culture of experimentation.

Digital Transformation 143

Digital Transformation Unstructured Data Machine Learning Risk Management 143

CIO Business Intelligence

APRIL 14, 2023

In fact, it’s likely your organization has a large number of employees currently experimenting with generative AI, and as this activity moves from experimentation to real-life deployment, it’s important to be proactive before unintended consequences happen.

Risk 122

Risk Experimentation Marketing Risk Management 122

CIO Business Intelligence

MARCH 7, 2023

Vince Kellen understands the well-documented limitations of ChatGPT, DALL-E and other generative AI technologies — that answers may not be truthful, generated images may lack compositional integrity, and outputs may be biased — but he’s moving ahead anyway. Michal Cenkl, director of innovation and experimentation, Mitre Corp.

Enterprise 116

Enterprise IT Unstructured Data Experimentation 116

Dataiku

MARCH 25, 2024

One limitation observed while testing the LENS approach, particularly in VQA, is its heavy reliance on the output of the first modules, namely CLIP and BLIP captions. Here is a figure showing a comparison of extraction from the same web document: Comparison between image-text pairs (left) and interleaved image-text documents (right).

Visualization 132

Visualization Modeling Experimentation Testing 132

CIO Business Intelligence

MARCH 5, 2024

Many other platforms, such as Coveo’s Relative Generative Answering , Quickbase AI , and LaunchDarkly’s Product Experimentation , have embedded virtual assistant capabilities but don’t brand them copilots. Today, top AI-assistant capabilities delivering results include generating code, test cases, and documentation.

Advertising 124

Advertising Cost-Benefit Experimentation Reporting 124

DataRobot Blog

MARCH 16, 2023

This means they need the tools that can help with testing and documenting the model, automation across the entire pipeline and they need to be able to seamlessly integrate the model into business critical applications or workflows. Assured Compliance and Governance – DataRobot has always been strong on ensuring governance.

Experimentation 98

Experimentation Data-driven Modeling Metadata 98

CIO Business Intelligence

APRIL 5, 2023

Midjourney, ChatGPT, Bing AI Chat, and other AI tools that make generative AI accessible have unleashed a flood of ideas, experimentation and creativity. That turns generic documentation into conversational programming where the AI can take your data and show you how to write a query, for example.

Modeling 111

Modeling Testing Cost-Benefit Experimentation 111

AWS Big Data

AUGUST 21, 2023

Lexical search looks for words in the documents that appear in the queries. Background A search engine is a special kind of database, allowing you to store documents and data and then run queries to retrieve the most relevant ones. OpenSearch Service supports a variety of search and relevance ranking techniques.

Data Processing 96

Data Processing Visualization Experimentation Metrics 96

Cloudera

OCTOBER 18, 2023

Document translation: When collaborating with multinational groups, generative AI can translate contracts, agreements, policies, and other legal/ business documents ensuring accurate written communication. Automated documentation generation: Generating documentation is time consuming and tedious.

Cost-Benefit 79

Cost-Benefit Testing Machine Learning Optimization 79

CIO Business Intelligence

APRIL 4, 2022

The early days of the pandemic taught organizations like Avery Dennison the power of agility and experimentation. The team was helped with live augmented reality annotations to document each step. “We Employee crowdsourcing can yield breakthrough ideas. We are now making the solution available to more factories,” he says.

Experimentation 133

Experimentation Interactive Business Objectives Manufacturing 133

CIO Business Intelligence

APRIL 24, 2024

We’ve been doing proof-of-value and different test cases on efficiency opportunities within our organization as it relates to AI,” he says. A third gen AI product, BenefitsGPT, isn’t yet commercially available, but is currently being tested by three other Blue Cross Blue Shield organizations.

Sales 128

Sales Finance Experimentation Cost-Benefit 128

AWS Big Data

MAY 2, 2023

Test the feature To test this feature, run the producer DAG. Removal of experimental Smart Sensors. For detailed release documentation with sample code, visit the Apache Airflow v2.4.0 How dynamic task mapping works Let’s see an example using the reference code available in the Airflow documentation. Airflow v2.4.0

Testing 113

Testing Experimentation Management Metadata 113

Domino Data Lab

APRIL 7, 2019

Other use cases may involve returning the most appropriate answer to a question, finding the most relevant documents for a query or classifying the input document itself. A good NLP library will make it easy to both train your own NLP models and integrate with the downstream ML or DL pipeline.

Deep Learning 110

Deep Learning Machine Learning Experimentation Modeling 110

CIO Business Intelligence

APRIL 11, 2024

KAUST Smart partners with companies and organizations to develop, test, and pilot technologies and to take advantage of our unique city environment. KAUST has launched numerous initiatives over the last couple of years in recognition of the ever-changing nature of the digital landscape.

Technology 105

Technology Digital Transformation Experimentation Testing 105

CIO Business Intelligence

AUGUST 21, 2024

Then there’s the risk of malicious code injections, where the code is hidden inside documents read by an AI agent, and the AI then executes the code. Enterprises also need to think about how they’ll test these systems to ensure they’re performing as intended. That’s the most difficult thing,” he says.

Risk 136

Risk Insurance Cost-Benefit Software 136

AWS Big Data

JANUARY 9, 2024

Lexical search In lexical search, the search engine compares the words in the search query to the words in the documents, matching word for word. Semantic search doesn’t match individual query terms—it finds documents whose vector embedding is near the query’s embedding in the vector space and therefore semantically similar to the query.

Visualization 106

Visualization Cost-Benefit Modeling Machine Learning 106

CIO Business Intelligence

APRIL 15, 2024

Given the speed required, Lowden established a specialized team for the project to encourage a culture of experimentation and “moving fast to learn fast.” “You One of the challenging things we found was in getting the content right, the source documents to feed the LLM,” Lowden says. The first was safety and data privacy testing.

Testing 102

Testing Machine Learning Data Quality Experimentation 102

CIO Business Intelligence

JUNE 7, 2023

KAUST Smart partners with companies and organizations to develop, test, and pilot technologies and to take advantage of our unique city environment.

Digital Transformation 105

Digital Transformation Experimentation Technology Testing 105

CIO Business Intelligence

DECEMBER 10, 2024

For example, AI-supported chat tools help our game designers to: Brainstorm ideas Test complex game mechanics Generate dialogs They act as digital sparring partners that open up new perspectives and accelerate the creative process. QueryMind training is based on information about the table structure, sample queries and documentation.

Data-driven 98

Data-driven Metadata Interactive KPI 98

DataRobot

DECEMBER 16, 2021

Take advantage of DataRobot’s wide range of options for experimentation. DataRobot’s Text AI clears the way for you to test various text and NLP techniques (such as “bag-of-words” models, tf-idf, cosine similarity, FastText, TinyBert, NLTK, spaCy, stop word removal, stemming, lemmatization, and many more). It is part of our new 7.3

Unstructured Data 98

Unstructured Data Experimentation Deep Learning Modeling 98

CIO Business Intelligence

OCTOBER 18, 2023

We’re seeing lots and lots of pilots,” says Gartner AI analyst Arun Chandrasekaran, who notes content creation, document summarization, sentiment analysis, and enterprise search chief among the initial use cases. A recent survey of nearly 1,000 IT decision-makers conducted by Foundry underscores this. “As

Risk 141

Risk Manufacturing Enterprise Technology 141

CIO Business Intelligence

AUGUST 1, 2023

Clean and prep your data for private LLMs Generative AI capabilities will increase the importance and value of an enterprise’s unstructured data, including documents, videos, and content stored in learning management systems. What stops employees from trying a tool and pasting proprietary or other confidential information into their prompts?

Digital Transformation 98

Digital Transformation Unstructured Data Strategy Data Science 98

CIO Business Intelligence

MAY 30, 2024

Having overcome the initial perplexity about ChatGPT, Maffei tested gen AI in coding activity and found great benefits. After this project, we’ll constantly introduce AI on other sectors and services like control of travel documentation.” AI is the future for us,” says Maffei.

Cost-Benefit 119

Cost-Benefit Sales Modeling Experimentation 119