Rocket-Powered Data Science

FEBRUARY 15, 2023

While generative AI has been around for several years , the arrival of ChatGPT (a conversational AI tool for all business occasions, built and trained from large language models) has been like a brilliant torch brought into a dark room, illuminating many previously unseen opportunities.

Strategy 290

Strategy Experimentation Uncertainty Machine Learning 290

O'Reilly on Data

JANUARY 17, 2023

Predictable: The scikit-learn classifiers share a similar interface, so you can invoke the same train() call on each one while passing in the same training dataset. Or that, just maybe, your training data is no good for the challenge at hand. Yes, this calls for a for() loop. It’s convenient. Damn convenient.

Machine Learning 363

Machine Learning Predictive Modeling Software Modeling 363

AWS Big Data

MAY 28, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Unstructured Data 118

Unstructured Data Data Warehouse Structured Data Testing 118

Andrew White

JANUARY 12, 2021

By 2023, organizations with shared ontology, semantics, governance and stewardship processes to enable interenterprise data sharing will outperform those that don’t. Through 2023, title inflation will drive 50% of chief data officer (CDO) appointments, leading to the CDO being an internal service, rather than a strategic business peer.

Analytics 144

Analytics Metadata Enterprise Data-driven 144

CIO Business Intelligence

MARCH 6, 2024

“SAP is executing on a roadmap that brings an important semantic layer to enterprise data, and creates the critical foundation for implementing AI-based use cases,” said analyst Robert Parker, SVP of industry, software, and services research at IDC.

Unstructured Data 129

Unstructured Data Dashboards Business Intelligence Data Governance 129

CIO Business Intelligence

OCTOBER 24, 2023

Was this new technology a threat to their job or a tool that would amplify their productivity? Second, if you’re selling software and services to other companies, you’re going to find that many have paused spending on new tools while they sort out exactly what their approach should be to the GenAI era.

Cost-Benefit 126

Cost-Benefit Modeling Data Quality Statistics 126

CIO Business Intelligence

JANUARY 9, 2024

That quote aptly describes what Dell Technologies and Intel are doing to help our enterprise customers quickly, effectively, and securely deploy generative AI and large language models (LLMs).Many Lesson 1: Don’t start from scratch to train your LLM model Massive amounts of data and computational resources are needed to train an LLM.

Enterprise 119

Enterprise Experimentation Modeling Data-driven 119

CIO Business Intelligence

SEPTEMBER 20, 2024

As Salesforce’s 2024 Dreamforce conference rolls up the carpet for another year, here’s a look at a few high points as Salesforce pitched a new era for its customers, centered around Agentforce for bringing agentic AI to enterprise sales and service operations. “We Agentforce will be generally available in October.

Sales 122

Sales Unstructured Data Marketing Enterprise 122

Ontotext

JULY 24, 2023

The technology is very new and not well understood. As the technology matures, I believe some of the more valuable applications will be those related to lineage and provenance like using the LLM to facilitate the development of the connected inventory and enhance digital twin capabilities. Most applications are still exploratory.

Modeling 98

Modeling Management Structured Data Data Architecture 98

CIO Business Intelligence

SEPTEMBER 20, 2023

No, the apocalyptic visions of the groundbreaking new technology replacing us – even destroying us – aren’t keeping them up at night. Rather, they’re worried about how best to arm their employees as quickly and safely as possible with what could turn out to be the most consequential information technology of the decade.

Insurance 131

Insurance Unstructured Data Cost-Benefit Interactive 131

CIO Business Intelligence

MARCH 18, 2024

Under the partnership, SAP is integrating Nvidia’s generative AI foundry service, including the newly announced Nvidia NIM inference microservices, into SAP Datasphere, SAP Business Technology Platform (BTP), RISE with SAP, and SAP’s enterprise applications portfolio. “We

Digital Transformation 118

Digital Transformation Optimization Data Science Modeling 118

CIO Business Intelligence

JULY 6, 2023

The first tier, according to Batta, consists of its OCI Supercluster service and is targeted at enterprises, such as Cohere or Hugging Face, that are working on developing large language models to further support their customers.

Strategy 113

Strategy Metadata Enterprise Modeling 113

AWS Big Data

JUNE 21, 2023

Amazon OpenSearch Service is a fully managed service that makes it simple to deploy, scale, and operate OpenSearch in the AWS Cloud. An embedding model, for instance, could encode the semantics of a corpus. Semantic search is able to retrieve more relevant documents by matching the context and semantics of the query.

Metrics 98

Metrics Measurement Modeling Dashboards 98

AWS Big Data

SEPTEMBER 12, 2024

Semantic context – Is there any meaningfully relevant data that would help the FMs generate the response? We call this semantic context. The semantic context originates from vector data stores or machine learning (ML) search services. What do you know about user and their request?

Management 104

Management Analytics Data Lake Interactive 104

David Menninger's Analyst Perspectives

NOVEMBER 7, 2024

This technology has the potential to significantly redefine the mission of the financial planning and analysis group. Rather than being the budget master, FP&A will provide planning services to those in line-of-business roles, becoming a planning center of excellence.

Forecasting 130

Forecasting Machine Learning Finance Predictive Analytics 130

CIO Business Intelligence

MARCH 29, 2024

That’s why Rocket Mortgage has been a vigorous implementor of machine learning and AI technologies — and why CIO Brian Woodring emphasizes a “human in the loop” AI strategy that will not be pinned down to any one generative AI model. To succeed in the mortgage industry, efficiency and accuracy are paramount. The rest are on premises.

Data Lake 134

Data Lake Machine Learning Data Warehouse Unstructured Data 134

Ontotext

DECEMBER 1, 2023

It enriched their understanding of the full spectrum of knowledge graph business applications and the technology partner ecosystem needed to turn data into a competitive advantage. For example, one of Ontotext’s clients is a global firm providing financial services in over 50 countries, which has over 5000 different IT systems.

Metadata 78

Metadata Sales Machine Learning Consulting 78

IBM Big Data Hub

SEPTEMBER 7, 2023

As we apply the technology more widely across areas ranging from customer service to HR to code modernization, artificial intelligence (AI) is helping increasing numbers of us work smarter, not harder. TB after pre-processing — to produce 1 trillion tokens, the collection of characters that has semantic meaning for a model.

Modeling 101

Modeling Risk Unstructured Data Enterprise 101

CIO Business Intelligence

DECEMBER 21, 2022

But by utilizing self-service BI tools, with more intuitive dashboards and UIs, companies can streamline their processes by letting managers and other non-technical staff better wield reports and, therefore, derive increased business value from the data. This enables users to see the value in adopting BI tools, according to Stout.

IT 131

IT Business Intelligence Sales Key Performance Indicator 131

IBM Big Data Hub

FEBRUARY 23, 2024

Beyond the simplistic chat bubble of conversational AI lies a complex blend of technologies, with natural language processing (NLP) taking center stage. DL models can improve over time through further training and exposure to more data. NLG allows conversational AI chatbots to provide relevant, engaging and natural-sounding answers.

Enterprise 95

Enterprise Interactive Data-driven Key Performance Indicator 95

Ontotext

JUNE 24, 2020

And when Ontotext Platform’s Semantic Objects are combined with yours, we shall have an army greater than any in the galaxy. Knowledge Graph Training. Web Annotation GraphQL Service. Find Annotations with Droid tags. Character Similarity GraphQL Service. Character similarity and sub class entity resolution.

Modeling 64

Modeling Technology IT Management 64

CIO Business Intelligence

JULY 14, 2023

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. As so often happens with new technologies, the question is whether to build or buy. CIOs want to take advantage of this but on their terms—and their own data.

Modeling 98

Modeling Machine Learning Cost-Benefit B2B 98

AWS Big Data

MARCH 25, 2024

Foundation models (FMs) are large machine learning (ML) models trained on a broad spectrum of unlabeled and generalized datasets. Large language models (LLMs) are a type of FM and are pre-trained on vast amounts of text data and typically have application uses such as text generation, intelligent chatbots, or summarization.

Data Lake 121

Data Lake Unstructured Data Management Snapshot 121

Ontotext

JANUARY 10, 2024

In Computer Science, we are trained to use the Okham razor – the simplest model of reality that can get the job done is the best one. The larger an organisation, the more complex it will naturally be, needing more people and technologies to serve a growing customer base – PwC, Is your organisation too complex to secure?

Metadata 72

Metadata Slice and Dice Data Integration Enterprise 72

Ontotext

SEPTEMBER 2, 2020

This technology enabled strategic and commercial supremacy for hundreds of years until the recipe was lost. There are a multitude of recommendations such as creating internal wikis to record policy and procedures, document templates, exit interviews, job shadowing, digitizing employee training programs, etc.

Insurance 72

Insurance Metadata Publishing Unstructured Data 72

Laminar Security

DECEMBER 13, 2023

ML, a subset of AI, involves training models on existing data sets so they can make predictions or decisions without being explicitly programmed to do so. By automating the process of finding and classifying sensitive information across various platforms and services, organizations can ensure that their data is adequately protected.

Data-driven 119

Data-driven Machine Learning Deep Learning Risk 119

CIO Business Intelligence

DECEMBER 10, 2024

As a data-driven company, InnoGames GmbH has been exploring the opportunities (but also the legal and ethical issues) that the technology brings with it for some time. KAWAII training data as YAML configuration. QueryMind training is based on information about the table structure, sample queries and documentation.

Data-driven 98

Data-driven Metadata Interactive KPI 98

AWS Big Data

JUNE 26, 2023

There are customer records in this data that are semantic duplicates, that is, they represent the same user entity, but have different labels or values. The data is stored in an Amazon Simple Storage Service (Amazon S3) bucket, labeled as Raw Property and Auto Insurance data in the following architecture diagram.

Insurance 98

Insurance Visualization Data Lake Metrics 98

Birst BI

FEBRUARY 13, 2018

Today, Constellation Research , a leading technology research and advisory firm based in Silicon Valley, announced that Birst, an Infor company, for the fourth consecutive time, has been named to the Constellation ShortList for Cloud-Based Business Intelligence and Analytics Platforms. Mobile reporting, visualization, analysis.

Business Intelligence 66

Business Intelligence Diagnostic Analytics Analytics Visualization 66

Ontotext

JULY 12, 2024

Graph technologies are essential for managing and enriching data and content in modern enterprises. The collaboration between Semantic Web Company (SWC) and Ontotext has deepened over the years and by complementing our strengths, we deliver greater value for our customers.

Enterprise 59

Enterprise Cost-Benefit Metadata Data Integration 59

CIO Business Intelligence

OCTOBER 19, 2023

Visualize all the services you use Power BI has hundreds of content packs, templates, and integrations for hundreds of data services, apps, and services — and not just Microsoft ones such as Dynamics 365 and SQL Server. Here’s how to get more insights from the information you already have, in more areas than you might expect.

Slice and Dice 126

Slice and Dice Scorecard Metrics Visualization 126

Cloudera

AUGUST 28, 2023

Every company is looking to experiment, qualify and eventually release LLM based services to improve their internal operations and to level up their interactions with their users and customers. Best of all, the AMP was built with 100% open source technology. However, enterprises have much more specific needs. V100, A100, T4 GPUs).

Enterprise 76

Enterprise Machine Learning Modeling Data Processing 76

AWS Big Data

NOVEMBER 21, 2023

They empower organizations to deliver personalized, efficient, and secure support services while ultimately driving customer satisfaction, cost savings, data privacy compliance, and revenue growth. With 1,536 dimensions, the embeddings model captures semantic nuances in meaning and relationships. Kenneth Walsh is a New York-based Sr.

Modeling 78

Modeling Big Data Data-driven Data Processing 78

Data Science 101

OCTOBER 12, 2023

My day usually involves: Azure Machine Learning Studio Azure Cosmos DB (for really large noSQL datasets) Azure Databricks (for data processing and merging) What is one topic in technology that is consuming an abnormal amount of your brain power right now? These days, generative AI with pre trained transformers. Got any paper links?

Finance 64

Finance Machine Learning Interactive Manufacturing 64

Ontotext

MAY 2, 2024

They are expected to understand the entire data landscape and generate business-moving insights while facing the voracious needs of different teams and the constraints of technology architecture and compliance. It also enables leaders to make decisions not based on the limitations of their technology, but on what data can do.

Metadata 52

Metadata Data Lake Data-driven Enterprise 52

Sisense

SEPTEMBER 25, 2020

Practical applications of linear regression: Predicting sales of a product based on pricing, performance, risk, market performance, and other parameters Real-time server load prediction for cloud computing services Market research studies and customer survey analysis Determining the ROI of a new policy, initiative, or campaign.

Statistics 98

Statistics Predictive Modeling Modeling Machine Learning 98

Ontotext

MARCH 8, 2023

Gartner predicts that graph technologies will be used in 80% of data and analytics innovations by 2025, up from 10% in 2021. Graphs boost knowledge discovery and efficient data-driven analytics to understand a company’s relationship with customers and personalize marketing, products, and services. We get this question regularly.

Enterprise 52

Enterprise Knowledge Discovery Risk Machine Learning 52