Analytics Vidhya

SEPTEMBER 11, 2023

It will be engineered to optimize decision-making and enhance performance in real-world complex systems. Introduction Reinforcement Learning from Human Factors/feedback (RLHF) is an emerging field that combines the principles of RL plus human feedback.

Optimization 353

Optimization Strategy Data-driven Interactive 353

Analytics Vidhya

JANUARY 3, 2024

This article will explore techniques, strategies, and best practices to optimize Python code and make it run incredibly fast. […] The post Optimize Python Code for High-Speed Execution appeared first on Analytics Vidhya. However, one common concern among Python developers is the performance of their code.

Optimization 305

Optimization Machine Learning Strategy Analytics 305

Analytics Vidhya

JUNE 11, 2024

Additionally, fine-tuning enables the model to […] The post Optimizing LLMs with Mistral AI’s New Fine-Tuning APIs appeared first on Analytics Vidhya. Fine-tuning significantly improves performance compared to prompting, typically surpassing larger models due to its speed and cost-effectiveness.

Optimization 319

Optimization Modeling Analytics IT 319

Analytics Vidhya

OCTOBER 30, 2023

The most challenging part of integrating AI into an application is […] The post Mastering AI Optimization and Deployment with Intel’s OpenVINO Toolkit appeared first on Analytics Vidhya. Introduction We talk about AI almost daily due to its growing impact in replacing humans’ manual work.

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Optimization Software Enterprise Analytics 348

Analytics Vidhya

SEPTEMBER 30, 2021

The post Apache Spark Performance Optimization for Data Engineers appeared first on Analytics Vidhya. It successfully combines the speed of work and the simplicity of the developer expressing […].

Optimization 318

Optimization Big Data Data Science Publishing 318

Analytics Vidhya

SEPTEMBER 16, 2024

A major advantage of the STAR […] The post How to Optimize Data Warehouse with STAR Schema? Introduction The STAR schema is an efficient database design used in data warehousing and business intelligence. It organizes data into a central fact table linked to surrounding dimension tables.

Data Warehouse 291

Data Warehouse Optimization Business Intelligence Analytics 291

Analytics Vidhya

JULY 25, 2022

Introduction The gradient descent algorithm is an optimization algorithm mostly used in machine learning and deep learning. Gradient descent adjusts parameters to minimize particular functions to local minima. In linear regression, it finds weight and biases, and deep learning backward propagation uses the […].

Deep Learning 364

Deep Learning IT Machine Learning Data Science 364

CIO Business Intelligence

JANUARY 6, 2025

CIOs are an ambitious lot. Not the type to be satisfied with the status quo, they have set big goals for themselves in the upcoming year, according to countless surveys of IT execs. To ensure his team can meet the challenges that such growth brings, he has doubled his IT staff and invested in upskilling his team.

IT 140

IT Cost-Benefit Measurement Experimentation 140

Analytics Vidhya

JANUARY 13, 2023

The post Travel The World | Optimizing Travel Itinerary with Python appeared first on Analytics Vidhya. Introduction Travel planning can be a daunting task, especially when it comes to finding the most cost-effective and efficient itinerary.

Optimization 304

Optimization Data Science Publishing Analytics 304

Analytics Vidhya

FEBRUARY 27, 2023

In the past, agriculture was done manually, with farmers relying on experience and suspicion to decide when and how to set […] The post The Future of Agriculture: Leveraging Data Science to Optimize Crop Yield appeared first on Analytics Vidhya. Introduction Agriculture has been essential to human civilization since the dawn of time.

Data Science 334

Data Science Optimization Analytics IT 334

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

Analytics Vidhya

DECEMBER 20, 2022

The post How to Optimize the Performance of AWS S3? Introduction Source: krzysztof-m from Pixabay Amazon Web Services (AWS) Simple Storage Service (S3) is a highly scalable, secure, and durable cloud storage service. It provides a simple web services interface that can store and retrieve any amount of data, at any time, from […].

Optimization 269

Optimization Data Science Publishing Analytics 269

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. Still, after 2028, it will be difficult to buy a device that isn’t AI optimized. Gartner is projecting worldwide IT spending to jump by 9.3% Gartner’s new 2025 IT spending projection , of $5.75

IT 133

IT Data-driven Recreation/Entertainment Experimentation 133

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

JANUARY 7, 2025

With the AI revolution underway which has kicked the wave of digital transformation into high gear it is imperative for enterprises to have their cloud infrastructure built on firm foundations that can enable them to scale AI/ML solutions effectively and efficiently. The first three considerations are driven by business, and the last one by IT.

Optimization 98

Optimization Strategy Cost-Benefit Enterprise 98

O'Reilly on Data

OCTOBER 19, 2021

While there isn’t an authoritative definition for the term, it shares its ethos with its predecessor, the DevOps movement in software engineering: by adopting well-defined processes, modern tooling, and automated workflows, we can streamline the process of moving from development to robust production deployments. Why: Data Makes It Different.

IT 364

IT Testing Experimentation Software 364

Analytics Vidhya

APRIL 5, 2023

Eliminating redundancy, accelerating tasks, and promising optimal accuracy– marketing automation is a reliable tactic to thrive in today’s competitive world. appeared first on Analytics Vidhya.

Marketing 309

Marketing IT Optimization Technology 309

CIO Business Intelligence

DECEMBER 19, 2024

The power of AI operations (AIOps) and ServiceOps, including BMC Helix Discovery , can transform how you optimize IT operations (ITOps), change management, and service delivery. New migrations and continuous features were being deployed, and the team was unable to prioritize process optimization and noise reduction efforts.

IT 98

IT Insurance Cost-Benefit Optimization 98

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. What is it, how does it work, what can it do, and what are the risks of using it? Or a text adventure game.

IT 346

IT Modeling Testing Risk 346

David Menninger's Analyst Perspectives

SEPTEMBER 23, 2021

Sisu Data is an analytics platform for structured data that uses machine learning and statistical analysis to automatically monitor changes in data sets and surface explanations. It can prioritize facts based on their impact and provide a detailed, interpretable context to refine and support conclusions.

Key Performance Indicator 305

Key Performance Indicator Optimization Analytics Machine Learning 305

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

Analytics Vidhya

NOVEMBER 21, 2024

It plays a crucial role in improving data interpretability, optimizing algorithm efficiency, and preparing datasets for tasks like classification and clustering. Discretization is a fundamental preprocessing technique in data analysis and machine learning, bridging the gap between continuous data and methods designed for discrete inputs.

Machine Learning 208

Machine Learning Optimization Analytics IT 208

CIO Business Intelligence

NOVEMBER 21, 2024

This is done through its broad portfolio of AI-optimized infrastructure, products, and services. Build an AI-optimized infrastructure : As the first layer of the Dell AI Factory, businesses need a flexible infrastructure that lets their AI workloads be run anywhere from desktop to data center while accommodating AI’s ever-changing demands.

IT 111

IT Cost-Benefit Optimization Manufacturing 111

Analytics Vidhya

JANUARY 13, 2025

Well also explore key features, including its optimized performance […] The post How to Access Phi-4 Using Hugging Face? 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. appeared first on Analytics Vidhya.

Optimization 208

Optimization Modeling Analytics IT 208

AWS Big Data

MARCH 10, 2025

Although traditional scaling primarily responds to query queue times, the new AI-driven scaling and optimization feature offers a more sophisticated approach by considering multiple factors including query complexity and data volume. Consider using AI-driven scaling and optimization if your current workload requires 32 to 512 base RPUs.

Optimization 68

Optimization Data Warehouse Data-driven Testing 68

CIO Business Intelligence

OCTOBER 31, 2024

Furthermore, the introduction of cloud software such as BIC Process Designer and Adobe Commerce has optimized processes globally, in terms of the Cloud First balance sheet. It all starts with a sense of presence, both remote and local. This means local experts from all IT disciplines are available around the clock for user support.

IT 89

IT Digital Transformation Machine Learning Data Quality 89

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

CIO Business Intelligence

MARCH 25, 2025

With the Digital Agenda , the European Union is creating clear and uniform rules for the responsible use of data and artificial intelligence. In addition to the General Data Protection Regulation which went into effect in May 2018 its current focus is on the EU AI Act and the EU Data Act. Efficiency gains can be achieved by integrating tools.

IT 95

IT Key Performance Indicator Risk Reporting 95

CIO Business Intelligence

FEBRUARY 26, 2025

The term refers in particular to the use of AI and machine learning methods to optimize IT operations. The legacy challenge It is a paradox of IT infrastructure that unlike startups, which can simply start from scratch large companies in particular find it more difficult to modernize and optimize, as Marc Schmidt from Avodaq knows.

IT 85

IT Cost-Benefit Optimization Machine Learning 85

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