Analytics Vidhya

APRIL 8, 2025

In the ever-evolving landscape of large language models, DeepSeek V3 vs LLaMA 4 has become one of the hottest matchups for developers, researchers, and AI enthusiasts alike.

Modeling 125

Modeling Optimization Analytics IT 125

O'Reilly on Data

JANUARY 9, 2024

They had bugs, particularly if they were optimizing your code (were optimizing compilers a forerunner of AI?). Specifically, could ChatGPT N (for large N) quit the game of generating code in a high-level language like Python, and produce executable machine code directly, like compilers do today? It’s not really an academic question.

Modeling 345

Modeling Software Testing Optimization 345

Analytics Vidhya

JANUARY 15, 2024

In the dynamic realm of language model development, a recent groundbreaking paper titled “Direct Preference Optimization (DPO)” by Rafael Rafailov, Archit Sharma, Eric Mitchell, Stefano Ermon, Chris Manning, and Chelsea Finn, has captured the attention of AI luminaries like Andrew Ng.

Optimization 317

Optimization Modeling Analytics IT 317

O'Reilly on Data

OCTOBER 19, 2021

Let’s start by considering the job of a non-ML software engineer: writing traditional software deals with well-defined, narrowly-scoped inputs, which the engineer can exhaustively and cleanly model in the code. However, the concept is quite abstract. Can’t we just fold it into existing DevOps best practices? Why: Data Makes It Different.

IT 364

IT Testing Experimentation Software 364

Analytics Vidhya

JANUARY 13, 2025

Microsoft’s Phi-4 model is available on Hugging Face, offering developers a powerful tool for advanced text generation and reasoning tasks. In this article, well walk you through the steps to access and use Phi-4, from creating a Hugging Face account to generating outputs with the model.

Optimization 208

Optimization Modeling Analytics IT 208

O'Reilly on Data

MARCH 23, 2023

Many of these go slightly (but not very far) beyond your initial expectations: you can ask it to generate a list of terms for search engine optimization, you can ask it to generate a reading list on topics that you’re interested in. It’s important to understand that ChatGPT is not actually a language model. Or a text adventure game.

IT 346

IT Modeling Testing Risk 346

CIO Business Intelligence

NOVEMBER 13, 2024

The company has already rolled out a gen AI assistant and is also looking to use AI and LLMs to optimize every process. The company has already rolled out a gen AI assistant and is also looking to use AI and LLMs to optimize every process. Generally, there’s optimism and a positive mindset when heading into AI.”

IT 141

IT Consulting ROI Cost-Benefit 141

CIO Business Intelligence

MARCH 5, 2025

Modivcare, which provides services to better connect people with care, is on a transformative journey to optimize its services by implementing a new product operating model. Whats the context for the new product operating model? What was the model you were using before? What was the model you were using before?

Modeling 118

Modeling Interactive Strategy Technology 118

O'Reilly on Data

DECEMBER 10, 2024

Alibabas latest model, QwQ-32B-Preview , has gained some impressive reviews for its reasoning abilities. I also tried a few competing models: GPT-4 o1 and Gemma-2-27B. GPT-4 o1 was the first model to claim that it had been trained specifically for reasoning. How do you test a reasoning model? So lets go! Hmm, interesting.

Testing 255

Testing Modeling Software IT 255

CIO Business Intelligence

JANUARY 7, 2025

This new paradigm of the operating model is the hallmark of successful organizational transformation. Otherwise, companies will struggle to realize business value with AI/ML capabilities left to endure high cloud cost expenses, as it has been for many companies in 2024 for AI solutions.

Optimization 98

Optimization Strategy Cost-Benefit Enterprise 98

CIO Business Intelligence

OCTOBER 24, 2024

By 2026, hyperscalers will have spent more on AI-optimized servers than they will have spent on any other server until then, Lovelock predicts. In some cases, the AI add-ons will be subscription models, like Microsoft Copilot, and sometimes, they will be free, like Salesforce Einstein, he says. The key message was, ‘Pace yourself.’”

IT 133

IT Data-driven Recreation/Entertainment Experimentation 133

Analytics Vidhya

AUGUST 26, 2023

In this article, we will explore how PEFT methods optimize the adaptation of Large Language Models (LLMs) to specific tasks. We will unravel the advantages and disadvantages of PEFT, […] The post Parameter-Efficient Fine-Tuning of Large Language Models with LoRA and QLoRA appeared first on Analytics Vidhya.

Modeling 269

Modeling Optimization Analytics IT 269

CIO Business Intelligence

NOVEMBER 21, 2024

This is Dell Technologies’ approach to helping businesses of all sizes enhance their AI adoption, achieved through the combined capabilities with NVIDIA—the building blocks for seamlessly integrating AI models and frameworks into their operations. This is done through its broad portfolio of AI-optimized infrastructure, products, and services.

IT 111

IT Cost-Benefit Optimization Manufacturing 111

CIO Business Intelligence

NOVEMBER 1, 2024

It’s a full-fledged platform … pre-engineered with the governance we needed, and cost-optimized. One of the world’s largest risk advisors and insurance brokers launched a digital transformation five years ago to better enable its clients to navigate the political, social, and economic waves rising in the digital information age.

IT 122

IT Insurance Consulting Risk 122

CIO Business Intelligence

NOVEMBER 1, 2024

It’s a full-fledged platform … pre-engineered with the governance we needed, and cost-optimized. One of the world’s largest risk advisors and insurance brokers launched a digital transformation five years ago to better enable its clients to navigate the political, social, and economic waves rising in the digital information age.

IT 105

IT Insurance Consulting Risk 105

David Menninger's Analyst Perspectives

SEPTEMBER 16, 2021

It can support AI/ML processes with data preparation, model validation, results visualization and model optimization. Rapidminer Studio is its visual workflow designer for the creation of predictive models.

Data Science 341

Data Science Data Lake Data mining Deep Learning 341

CIO Business Intelligence

OCTOBER 31, 2024

Reitz has set up a global service model with hubs in three time zones that operate according to the follow-the-sun approach. Reitz has set up a global service model with hubs in three time zones that operate according to the follow-the-sun approach. It all starts with a sense of presence, both remote and local.

IT 89

IT Digital Transformation Machine Learning Data Quality 89

O'Reilly on Data

NOVEMBER 19, 2024

Reasons for using RAG are clear: large language models (LLMs), which are effectively syntax engines, tend to “hallucinate” by inventing answers from pieces of their training data. See the primary sources “ REALM: Retrieval-Augmented Language Model Pre-Training ” by Kelvin Guu, et al., at Facebook—both from 2020.

Unstructured Data 312

Unstructured Data Structured Data Statistics Modeling 312

CIO Business Intelligence

FEBRUARY 4, 2025

Instead of seeing digital as a new paradigm for our business, we over-indexed on digitizing legacy models and processes and modernizing our existing organization. This only fortified traditional models instead of breaking down the walls that separate people and work inside our organizations. We optimized. We automated.

Digital Transformation 144

Digital Transformation Sales Optimization Enterprise 144

Analytics Vidhya

APRIL 17, 2024

PyTorch has unveiled torchtune, a new PyTorch-native library aimed at streamlining the process of fine-tuning large language models (LLMs). It offers a range of features and tools to empower developers in customizing and optimizing LLMs for various use cases.

Optimization 319

Optimization Modeling Analytics IT 319

Analytics Vidhya

MARCH 22, 2022

Introduction Training a Deep Learning model from scratch can be a tedious task. You have to find the right training weights, get the optimal learning rates, find the best hyperparameters and the architecture that will best suit your data and model.

Deep Learning 357

Deep Learning Optimization Modeling Analytics 357

CIO Business Intelligence

JULY 22, 2024

IT leader and former CIO Stanley Mwangi Chege has heard executives complain for years about cloud deployments, citing rapidly escalating costs and data privacy challenges as top reasons for their frustrations. They, too, were motivated by data privacy issues, cost considerations, compliance concerns, and latency issues.

Optimization 128

Optimization Strategy IT Cost-Benefit 128

CIO Business Intelligence

DECEMBER 20, 2024

Its an offshoot of enterprise architecture that comprises the models, policies, rules, and standards that govern the collection, storage, arrangement, integration, and use of data in organizations. Optimize data flows for agility. AI and machine learning models. Ensure security and access controls. Curate the data.

Data Architecture 122

Data Architecture Management Consulting Internet of Things 122

Analytics Vidhya

DECEMBER 6, 2023

According to Google, Gemini, optimized for different sizes: Ultra, Pro and Nano, is their most capable and general model yet, with state-of-the-art performance across many leading benchmarks. In the ever-evolving world of artificial intelligence, Google has now made a groundbreaking leap with its latest creation, Gemini AI.

Optimization 342

Optimization Modeling Analytics IT 342

Cloudera

JANUARY 7, 2025

Everyone may answer and say, informed decision making, generate profit, improve customer relations optimization. For a smaller airport in Canada, data has grown to be its North Star in an industry full of surprises. Ryan: First, I wanted to build a culture. Data needs to be an asset and not a commodity. That obviously stunned me.

Predictive Modeling 81

Predictive Modeling Modeling Forecasting Data-driven 81

CIO Business Intelligence

NOVEMBER 27, 2024

Recent research shows that 67% of enterprises are using generative AI to create new content and data based on learned patterns; 50% are using predictive AI, which employs machine learning (ML) algorithms to forecast future events; and 45% are using deep learning, a subset of ML that powers both generative and predictive models.

Data Architecture 128

Data Architecture Cost-Benefit Machine Learning Experimentation 128

CIO Business Intelligence

MARCH 25, 2025

Using the companys data in LLMs, AI agents, or other generative AI models creates more risk. Build up: Databases that have grown in size, complexity, and usage build up the need to rearchitect the model and architecture to support that growth over time.

Risk 140

Risk Cost-Benefit Data-driven Digital Transformation 140

O'Reilly on Data

JUNE 7, 2022

DeepMind’s new model, Gato, has sparked a debate on whether artificial general intelligence (AGI) is nearer–almost at hand–just a matter of scale. Gato is a model that can solve multiple unrelated problems: it can play a large number of different games, label images, chat, operate a robot, and more. I don’t think so.

Modeling 364

Modeling Interactive Optimization Deep Learning 364

CIO Business Intelligence

OCTOBER 25, 2024

You either move the data to the [AI] model that typically runs in cloud today, or you move the models to the machine where the data runs,” she adds. “I I see it in terms of helping to optimize the code, modernize the code, renovate the code, and assist developers in maintaining that code.” I believe you’re going to see both.”

Data-driven 133

Data-driven Strategy Modeling Technology 133

O'Reilly on Data

MARCH 25, 2025

Throughout this article, well explore real-world examples of LLM application development and then consolidate what weve learned into a set of first principlescovering areas like nondeterminism, evaluation approaches, and iteration cyclesthat can guide your work regardless of which models or frameworks you choose. Which multiagent frameworks?

Testing 168

Testing Data-driven Software Measurement 168

CIO Business Intelligence

FEBRUARY 26, 2025

Opkey, a startup with roots in ERP test automation, today unveiled its agentic AI-powered ERP Lifecycle Optimization Platform, saying it will simplify ERP management, reduce costs by up to 50%, and reduce testing time by as much as 85%. The problem is how you are implementing it, how you are testing it, how you are supporting it.

Optimization 64

Optimization Testing Manufacturing Finance 64

CIO Business Intelligence

NOVEMBER 4, 2024

Additionally, 90% of respondents intend to purchase or leverage existing AI models, including open-source options, when building AI applications, while only 10% plan to develop their own. Companies are seeking ways to enhance reporting, meet regulatory requirements, and optimize IT operations. Nutanix commissioned U.K.

Marketing 128

Marketing Data Quality Data Governance Digital Transformation 128

CIO Business Intelligence

OCTOBER 24, 2024

Take for instance large language models (LLMs) for GenAI. Businesses will need to invest in hardware and infrastructure that are optimized for AI and this may incur significant costs. Contextualizing patterns and identifying potential threats can minimize alert fatigue and optimize the use of resources.

Risk 128

Risk Measurement Optimization Machine Learning 128

O'Reilly on Data

DECEMBER 10, 2019

We can collect many examples of what we want the program to do and what not to do (examples of correct and incorrect behavior), label them appropriately, and train a model to perform correctly on new inputs. Those tools are starting to appear, particularly for building deep learning models. Instead, we can program by example.

Software 338

Software Machine Learning Risk Data-driven 338