CIO Business Intelligence

OCTOBER 5, 2023

Sandeep Davé knows the value of experimentation as well as anyone. Davé and his team’s achievements in AI are due in large part to creating opportunities for experimentation — and ensuring those experiments align with CBRE’s business strategy. And those experiments have paid off.

Experimentation 130

Experimentation Strategy Machine Learning Interactive 130

CIO Business Intelligence

FEBRUARY 7, 2024

We’ve seen an ongoing iteration of experimentation with a number of promising pilots in production,” he says. Samsara employees are applying these general-purpose assistants to a variety of use cases, like writing documentation and job descriptions, debugging code, or writing API endpoints.

KPI 105

KPI Measurement Experimentation Finance 105

O'Reilly on Data

JULY 28, 2020

Without clarity in metrics, it’s impossible to do meaningful experimentation. AI PMs must ensure that experimentation occurs during three phases of the product lifecycle: Phase 1: Concept During the concept phase, it’s important to determine if it’s even possible for an AI product “ intervention ” to move an upstream business metric.

Marketing 362

Marketing Experimentation Metrics Testing 362

CIO Business Intelligence

APRIL 11, 2024

We do this through design-thinking workshops, co-development hackathons, prototype construction, experimentations, and eventually the deployment of technologies and solutions in a real-world operational setting throughout various parts of the KAUST community.” Education Industry

Technology 105

Technology Digital Transformation Experimentation Testing 105

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 92

Data Processing Experimentation Visualization Metrics 92

IBM Big Data Hub

APRIL 21, 2020

Describing the breadth of IBM's leadership and experimentation in the data and AI space is no small task. IBM has been working with more than 200 production blockchain networks , thousands of regulatory documents and datasets across industries, and hundreds of AI research projects.

Experimentation 81

Experimentation Technology 81

Dataiku

MARCH 25, 2024

OBELICS is an open, massive, and curated collection of interleaved image-text web documents, containing 141 million English documents, 115 billion text tokens, and 353 million images, extracted from Common Crawl dumps between February 2020 and February 2023.

Visualization 132

Visualization Modeling Experimentation Testing 132

DataRobot Blog

NOVEMBER 15, 2022

At the event, a financial services panel discussion shared why iteration and experimentation are critical in an AI-driven data science environment. With DataRobot , Sara has the ability to explain the models that her Data Science team is creating and can automatically generate the required compliance documentation. Request a demo.

Big Data 52

Big Data Experimentation Data-driven Machine Learning 52

CIO Business Intelligence

DECEMBER 7, 2023

Over the last year, generative AI—a form of artificial intelligence that can compose original text, images, computer code, and other content—has gone from experimental curiosity to a tech revolution that could be one of the biggest business disruptors of our generation.

Insurance 89

Insurance Experimentation Finance Data Governance 89

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

CIO Business Intelligence

JULY 28, 2023

In addition to bottom-line benefits, employees are often inspired and motivated by innovation – seeking job opportunities that encourage experimentation and embrace new ideas. With these factors in mind, here are five steps CIOs and IT leaders can take to drive innovation and future-proof their organization. If not, move on to the next!

IT 98

IT Experimentation Digital Transformation Marketing 98

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.

Cost-Benefit 95

Cost-Benefit Visualization Modeling Machine Learning 95

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

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 76

Cost-Benefit Testing Machine Learning Optimization 76

CIO Business Intelligence

NOVEMBER 21, 2023

Equally important is communicating with stakeholders how to onboard technology requests, sharing how departmental technology needs are prioritized, documenting stakeholder responsibilities when seeking new technologies, and providing the status of active programs.

IT 137

IT Risk Cost-Benefit Risk Management 137

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 Experimentation Unstructured Data 116

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

JULY 3, 2023

According to a recently leaked Google memo, “The barrier to entry for training and experimentation has dropped from the total output of a major research organization to one person, an evening, and a beefy laptop.” Now the system provides usable answers to questions. The knowledge management dream is becoming a reality.

Management 105

Management Experimentation Modeling Enterprise 105

Smarten

MAY 17, 2023

Because these offerings are evolving quickly, and many of the gaps and risks are not yet well understood, it is important to test and try these tools in an experimental environment so your business can explore the potential without opening itself to risk, liability and issues with user and customer satisfaction issues.

Digital Transformation 52

Digital Transformation Experimentation Risk Testing 52

IBM Big Data Hub

MARCH 27, 2024

The Eora MRIO (Multi-region input-output) dataset is a globally recognized spend-based emission factor set that documents the inter-sectoral transfers amongst 15.909 sectors across 190 countries. The experimental results indicate that fine-tuned LLMs exhibit significant improvements over the zero-shot classification approach.

Experimentation 80

Experimentation Modeling Deep Learning Data-driven 80

Ontotext

FEBRUARY 28, 2023

Nested repositories were an experimental feature in the GraphDB line before GraphDB 10. Therefore, in more recent versions, we deprecated this feature and removed it from the documentation. You can achieve logical and physical separation, but you should do this without nested repositories.

Experimentation 52

Experimentation Management Enterprise IT 52

IBM Big Data Hub

OCTOBER 4, 2022

It is well known that Artificial Intelligence (AI) has progressed, moving past the era of experimentation. This includes capturing of the metadata, tracking provenance and documenting the model lifecycle. The ability to track and share model facts and documentation across the organization provides backup for analytic decisions.

Metadata 101

Metadata Risk Risk Management Experimentation 101

CIO Business Intelligence

JUNE 7, 2023

We do this through design-thinking workshops, co-development hackathons, prototype construction, experimentations, and eventually the deployment of technologies and solutions in a real-world operational setting throughout various parts of the KAUST community.”

Digital Transformation 105

Digital Transformation Experimentation Technology Testing 105

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

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

DataRobot

JUNE 23, 2021

In data science , the best results come through experimentation. Use Insights and Compliance Documentation to Get a Buy-in from Stakeholders. Automated Compliance documentation streamlines the creation of model documentation for model validators and regulators. So let’s dig in!

Machine Learning 52

Machine Learning Modeling Experimentation Visualization 52

DataRobot Blog

JANUARY 10, 2023

Data science teams of all sizes need a productive, collaborative method for rapid AI experimentation. This flexibility allows you to import your local code into the DataRobot platform and continue further experimentation using the combination of DataRobot Notebooks with: Deep integrations with DataRobot comprehensive APIs.

Experimentation 52

Experimentation Machine Learning Data Science Modeling 52

AWS Big Data

MAY 2, 2023

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. Apache Airflow v2.4.3 Airflow v2.4.0 Smart Sensors were added in v2.0 Release Notes.

Testing 103

Testing Experimentation Management Metadata 103

Sanjeev Mohan

FEBRUARY 6, 2019

I ended up writing two documents on data governance. To address client questions about cloud, I wrote a document on GCP. Here is a sample graphic from the document that covers the end-to-end data and analytics architecture on GCP: My analysis of GCP revealed some of its core strengths and weaknesses.

Data Analytics 49

Data Analytics Analytics Data Governance Experimentation 49

CIO Business Intelligence

JUNE 28, 2023

Experimentation with a use case driven approach. At least for now, they seem focused on use cases that improve productivity, with compelling opportunities in the areas of sales & marketing, code generation, and document generation. Exploring the art of the possible and identifying top use cases is the name of the game.

Enterprise 52

Enterprise Experimentation Risk Data-driven 52

Domino Data Lab

AUGUST 6, 2021

The process of doing data science is about learning from experimentation failures, but inadvertent errors can create enormous risks in model implementation. A Model Risk Management framework combines sound governance principles with end-to-end documentation in the design, development, validation, and deployment of new models in the business.

Risk Management 64

Risk Management Risk Modeling Enterprise 64

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

The Data Visualisation Catalogue

MARCH 3, 2019

This experimental visualisation uses a polar layout and extends into into 3D with a cylindrical form. Another experimental variation of a Treemap was carried out by Schulz and co, by taking the 3D Polar Treemap a step further by combining it with elements of the Steptree. 3D Polar Steptree. 14, Fig 10. …] ~ Strata Treemaps, p.

Experimentation 40

Experimentation Visualization Testing IT 40

CIO Business Intelligence

AUGUST 17, 2023

In general, we see a small number of organizations using generative AI based on a strategy or plan, shaped by clear policies, and a lot of grassroots experimentation, but that’s almost always happening in a strategy vacuum.”

Risk 98

Risk Cost-Benefit Strategy Unstructured Data 98

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 Optimization 122

Ontotext

NOVEMBER 2, 2023

This shift from relational to graph approach has been well-documented by Gartner who advise that “using graph techniques at scale will form the foundation of modern data and analytics” and “graph technologies will be used in 80% of data and analytics innovations by 2025.”

IT 69

IT Cost-Benefit Data-driven Technology 69

CIO Business Intelligence

JULY 31, 2023

No good guidance yet As CIOs seek to bring control and risk management to technology that’s generating widespread interest and plenty of experimentation, they’re doing so without pre-existing guidance and support. The consequences of falling short on this step can be significant, as some well-publicized examples are showing.

Strategy 98

Strategy Risk Enterprise Risk Management 98