Analytics Vidhya

SEPTEMBER 7, 2023

In this article, we explore a game-changing strategy: leveraging generative models, specifically Variational […] The post Leveraging Generative Models to Boost Semi-Supervised Learning appeared first on Analytics Vidhya.

Modeling 343

Modeling Machine Learning Strategy Analytics 343

Analytics Vidhya

JANUARY 29, 2024

We use methods like turning images or flipping them to make our model learn better. This helps for our learning model […] The post Amplifying Deep Learning: A Dive into Data Augmentation Strategies appeared first on Analytics Vidhya. But our datasets are becoming more complicated.

Deep Learning 319

Deep Learning Strategy Modeling Analytics 319

CIO Business Intelligence

NOVEMBER 4, 2024

“This process involves connecting AI models with observable actions, leveraging data subsequently fed back into the system to complete the feedback loop,” Schumacher said. Most AI hype has focused on large language models (LLMs).

Strategy 128

Strategy Data-driven Predictive Analytics Dashboards 128

Analytics Vidhya

JANUARY 8, 2024

The article takes you into the transformative role that MLOps strategies play in revolutionizing sales conversion success. As businesses strive for heightened efficiency and enhanced […] The post MLOps Strategies for Sales Conversion Success appeared first on Analytics Vidhya.

Sales 314

Sales Strategy Machine Learning Optimization 314

Analytics Vidhya

FEBRUARY 22, 2024

Introduction In the past, Generative AI has captured the market, and as a result, we now have various models with different applications. The evaluation of Gen AI began with the Transformer architecture, and this strategy has since been adopted in other fields. Let’s take an example.

Modeling 317

Modeling Strategy Marketing Analytics 317

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. So, if you have 1 trillion data points (g.,

Strategy 290

Strategy Experimentation Uncertainty Machine Learning 290

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

CIO Business Intelligence

DECEMBER 10, 2024

Large language models (LLMs) just keep getting better. In just about two years since OpenAI jolted the news cycle with the introduction of ChatGPT, weve already seen the launch and subsequent upgrades of dozens of competing models. From Llama3.1 to Gemini to Claude3.5 From Llama3.1 to Gemini to Claude3.5

Modeling 116

Modeling Insurance Unstructured Data Experimentation 116

Analytics Vidhya

APRIL 19, 2023

OpenAI, the tech startup known for developing the cutting-edge natural language processing algorithm ChatGPT, has warned that the research strategy that led to the development of the AI model has reached its limits.

Modeling 335

Modeling Strategy Technology Analytics 335

Analytics Vidhya

JUNE 1, 2023

With franchise leagues like IPL and BBL, teams rely on statistical models and tools for competitive edge. This article explores how data analytics optimizes strategies by leveraging player performances and opposition weaknesses. Introduction Cricket embraces data analytics for strategic advantage.

Predictive Modeling 291

Predictive Modeling Modeling Statistics Optimization 291

Analytics Vidhya

SEPTEMBER 5, 2024

Introducing Multimodal RAG, text and image, documents and more, to give a […] The post Understanding Multimodal RAG: Benefits and Implementation Strategies appeared first on Analytics Vidhya. However, what if one could go a little further more than the other in that sense?

Strategy 271

Strategy Analytics Machine Learning Modeling 271

Rocket-Powered Data Science

JULY 6, 2021

What attributes of your organization’s strategies can you attribute to successful outcomes? Seriously now, what do these word games have to do with content strategy? TAM management, like content management, begins with business strategy. The content strategy should emulate a digital library strategy.

Strategy 267

Strategy Machine Learning Metadata Knowledge Discovery 267

Analytics Vidhya

NOVEMBER 18, 2023

Unveil the secrets of Vin’s journey, marked by a strategic shift from technical roles […] The post Mastering the Art of Data Science Strategy: A Conversation with AI Visionary Vin Vashishta appeared first on Analytics Vidhya.

Data Science 336

Data Science Strategy Analytics Data Strategy 336

Analytics Vidhya

APRIL 20, 2023

After all, it is all about the various facts and figures that help organizations design their strategies. However, large data repositories require a professional to simplify, express and create a data model that can be easily stored and studied.

Modeling 232

Modeling Strategy Analytics Data Warehouse 232

CIO Business Intelligence

JANUARY 7, 2025

CRAWL: Design a robust cloud strategy and approach modernization with the right mindset Modern businesses must be extremely agile in their ability to respond quickly to rapidly changing markets, events, subscriptions-based economy and excellent experience demanding customers to grow and sustain in the ever-ruthless competitive world of consumerism.

Optimization 98

Optimization Strategy Cost-Benefit Enterprise 98

CIO Business Intelligence

DECEMBER 3, 2024

“As technology leaders and a business community, we’re still discovering AI’s optimal effectiveness, understanding where it delivers the most impact versus where it falls short, and determining appropriate governance models versus areas where autonomous operation is suitable.”

Strategy 132

Strategy Digital Transformation Machine Learning Consulting 132

CIO Business Intelligence

OCTOBER 9, 2024

Depending on your needs, large language models (LLMs) may not be necessary for your operations, since they are trained on massive amounts of text and are largely for general use. As a result, they may not be the most cost-efficient AI model to adopt, as they can be extremely compute-intensive.

Strategy 143

Strategy Modeling Management Data Lake 143

Analytics Vidhya

MAY 6, 2024

Introduction This article explores Adaptive Question-Answering (QA) frameworks, specifically the Adaptive RAG strategy. It discusses how this framework dynamically selects the most suitable method for large language models (LLMs) based on query complexity.

Strategy 318

Strategy Modeling Analytics IT 318

CIO Business Intelligence

SEPTEMBER 26, 2024

Perhaps the most exciting aspect of cultivating an AI strategy is choosing use cases to bring to life. What model(s) do you choose? For many of you, this is the white-knuckle time; the wrong decision can set your GenAI strategy back months. What infrastructure do you run it on and where?

Strategy 140

Strategy Modeling Consulting Sales 140

Analytics Vidhya

SEPTEMBER 6, 2023

Introduction Serverless emerges as a game-changing strategy in cloud computing. Generative AI Large Language Models have fueled the growth of Serverless GPUs as most developers cannot run them locally due to the high GPU […] The post Running Generative LLMs with RunPod | A Serverless Platform appeared first on Analytics Vidhya.

Modeling 337

Modeling Strategy Analytics Machine Learning 337

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 A huge majority of survey respondents plan to move some workloads off the mainframe , but nearly as many say they consider mainframes important to their business strategies.

Data-driven 133

Data-driven Strategy Modeling Technology 133

Analytics Vidhya

JULY 3, 2024

One-shot prompting is a powerful strategy that enables AI models to perform specific tasks by providing just a single example or template. Introduction In the evolving field of machine learning, generating accurate responses with minimal data is crucial.

Machine Learning 304

Machine Learning Strategy Modeling Analytics 304

CIO Business Intelligence

NOVEMBER 4, 2024

research firm Vanson Bourne to survey 650 global IT, DevOps, and Platform Engineering decision-makers on their enterprise AI strategy. AI a primary driver in IT modernization and data mobility AI’s demand for data requires businesses to have a secure and accessible data strategy. Nutanix commissioned U.K.

Marketing 128

Marketing Data Quality Data Governance Digital Transformation 128

O'Reilly on Data

JANUARY 11, 2022

This trend started with the gigantic language model GPT-3. This may encourage the creation of more large-scale models; it might also drive a wedge between academic and industrial researchers. What does “reproducibility” mean if the model is so large that it’s impossible to reproduce experimental results?

Experimentation 361

Experimentation Modeling Strategy Machine Learning 361

CIO Business Intelligence

JANUARY 21, 2025

As gen AI heads to Gartners trough of disillusionment , CIOs should consider how to realign their 2025 strategies and roadmaps. With traditional OCR and AI models, you might get 60% straight-through processing, 70% if youre lucky, but now generative AI solves all of the edge cases, and your processing rates go up to 99%, Beckley says.

Cost-Benefit 142

Cost-Benefit Data-driven Strategy Marketing 142

Analytics Vidhya

JANUARY 14, 2024

Introduction The ever-evolving landscape of language model development saw the release of a groundbreaking paper – the Mixtral 8x7B paper. Released just a month ago, this model sparked excitement by introducing a novel architectural paradigm, the “Mixture of Experts” (MoE) approach.

Strategy 318

Strategy Modeling Analytics Technology 318

Analytics Vidhya

MARCH 5, 2023

And our goal is to create a predictive model, such as Logistic Regression, etc. so that when we give the characteristics of a candidate, the model can predict whether they will recruit. Introduction In this project, we will be focusing on data from India. The dataset revolves around the placement season of a Business School in India.

Predictive Modeling 335

Predictive Modeling Strategy Modeling Analytics 335

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

Analytics Vidhya

DECEMBER 14, 2023

These strategies are critical in leading generative models to offer relevant answers to a range of questions. Introduction The constant quest for precision and dependability in the field of Artificial Intelligence (AI) has brought in game-changing innovations.

Strategy 305

Strategy Modeling Analytics 305

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 174

Testing Data-driven Software Measurement 174