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 308

Optimization Modeling Analytics IT 308

Analytics Vidhya

DECEMBER 24, 2021

The post ML Hyperparameter Optimization App using Streamlit appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon About Streamlit Streamlit is an open-source Python library that assists developers in creating interactive graphical user interfaces for their systems. Frontend […].

Optimization 376

Optimization Machine Learning Interactive Data Science 376

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 334

Optimization Strategy Data-driven Interactive 334

David Menninger's Analyst Perspectives

NOVEMBER 5, 2024

For example, many tasks in the accounting close follow iterative paths involving multiple participants, as do supply chain management events where a delivery delay can set up a complex choreography of collaborative decision-making to deal with the delay, preferably in a relatively optimal fashion.

Optimization 130

Optimization Machine Learning Software Interactive 130

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.

Optimization 329

Optimization Software Enterprise Analytics 329

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

Analytics Vidhya

OCTOBER 30, 2021

Overview: PSO is a stochastic optimization technique based on the movement and intelligence of swarms. The post An Introduction to Particle Swarm Optimization (PSO) Algorithm appeared first on Analytics Vidhya. The post An Introduction to Particle Swarm Optimization (PSO) Algorithm appeared first on Analytics Vidhya.

Optimization 360

Optimization Interactive Analytics IT 360

Cloudera

OCTOBER 10, 2024

Iceberg has many features that drastically reduce the work required to deliver a high-performance view of the data, but many of these features create overhead and require manual job execution to optimize for performance and costs. Compaction is a process that rewrites small files into larger ones to improve performance.

Optimization 84

Optimization Snapshot Data Lake Cost-Benefit 84

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 294

Optimization Modeling Analytics IT 294

Analytics Vidhya

FEBRUARY 27, 2024

In this article, we will explore the features of Ayanza, its benefits, how to […] The post Optimize Project and Team Management With AI appeared first on Analytics Vidhya. With the advancement of technology, various tools have been developed to streamline these processes and enhance productivity.

Optimization 178

Optimization Management Technology Analytics 178

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 278

Optimization Data Science Publishing Analytics 278

CIO Business Intelligence

SEPTEMBER 15, 2023

From the CEO’s perspective, an optimized IT services portfolio maximizes cost efficiency, flexibility, and scalability. Highly optimized portfolios leverage outsourcing to ensure that commodity-based sourcing is offloaded to outsourcers, freeing up internal teams to focus on strategic projects that add value and effectively manage costs.

Optimization 111

Optimization IT Metrics Marketing 111

CIO Business Intelligence

JULY 23, 2023

Optimization also rose to the top of IT leaders’ lists: 67% measure success within their IT organization by better optimizing resources. Optimizing IT resources—namely infrastructure, processes, and people—fuels digital transformation and modernization, which drives businesses to keep pace in today’s tough economy.

Optimization 94

Optimization IT Digital Transformation Uncertainty 94

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 303

Data Science Optimization Analytics IT 303

CIO Business Intelligence

NOVEMBER 14, 2023

But getting the most out of IT staff and unleashing synergies among IT teams is among the more underappreciated skills an IT leader must have to optimize their organization’s efforts. Success for an IT leader requires mastering a wide range of skills. The short answer is that you don’t try to change anyone.

Optimization 131

Optimization Management IT Sales 131

AWS Big Data

AUGUST 21, 2024

To address this requirement, Redshift Serverless launched the artificial intelligence (AI)-driven scaling and optimization feature, which scales the compute not only based on the queuing, but also factoring data volume and query complexity. The slider offers the following options: Optimized for cost – Prioritizes cost savings.

Optimization 82

Optimization Data Lake Data Warehouse Cost-Benefit 82

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 243

Optimization Data Science Publishing Analytics 243

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 270

Optimization Big Data Data Science Publishing 270

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 348

Deep Learning IT Machine Learning Data Science 348

Analytics Vidhya

OCTOBER 4, 2020

The post Optimizing Exploratory Data Analysis using Functions in Python! This article was published as a part of the Data Science Blogathon. “The more, the merrier” It is a perfect saying for the amount. appeared first on Analytics Vidhya.

Optimization 305

Optimization Data Science Publishing Analytics 305

CIO Business Intelligence

MAY 30, 2024

Even though serverless functions offer unparalleled flexibility and cost efficiency, they have design, state management, and cost optimization challenges. optimize the overall performance. Using cost optimization tools Effective cost management is one of the best reasons to opt for serverless computing.

Optimization 116

Optimization Data-driven IoT Manufacturing 116

IBM Big Data Hub

JANUARY 25, 2024

Many asset-intensive businesses are prioritizing inventory optimization due to the pressures of complying with growing industry 4.0 Consider these questions: Do you have a platform that combines statistical analyses, prescriptive analytics and optimization algorithms? Now, consider the just-in-case approach.

Optimization 73

Optimization Cost-Benefit Prescriptive Analytics Manufacturing 73

CIO Business Intelligence

OCTOBER 24, 2024

Business and IT leaders agree that improving the “digital employee experience” (DEX) results in better productivity and workplace morale. But recent research by Ivanti reveals an important reason why many organizations fail to achieve those benefits: rank-and-file IT workers lack the funding and the operational know-how to get it done.

IT 104

IT Metrics Cost-Benefit Measurement 104

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 138

IT Consulting ROI Cost-Benefit 138

CIO Business Intelligence

JUNE 26, 2023

billion to help enterprises optimize their IT expenditure, particularly cloud costs, as they try to navigate uncertain macroeconomic conditions. While ApptioOne can be used by enterprises to manage hybrid cloud, Apptio Cloudability can be used to monitor public cloud spending and expenditure optimization.

Optimization 89

Optimization Cost-Benefit IT Consulting 89

AWS Big Data

OCTOBER 9, 2024

We outline cost-optimization strategies and operational best practices achieved through a strong collaboration with their DevOps teams. We also discuss a data-driven approach using a hackathon focused on cost optimization along with Apache Spark and Apache HBase configuration optimization. This sped up their need to optimize.

Optimization 117

Optimization Testing Data-driven Strategy 117

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 114

IT Digital Transformation Machine Learning Data Quality 114

AWS Big Data

SEPTEMBER 12, 2024

The AWS Glue Data Catalog now enhances managed table optimization of Apache Iceberg tables by automatically removing data files that are no longer needed. Along with the Glue Data Catalog’s automated compaction feature, these storage optimizations can help you reduce metadata overhead, control storage costs, and improve query performance.

Optimization 108

Optimization Snapshot Metadata Metrics 108

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

OCTOBER 16, 2023

Going back after the fact to optimize for cost while you’re still trying to operate and grow can make things even harder.” By quickly showing engineers the financial implications of feature development and product changes, for example, they can optimize features for cost in the same way they tune for performance or uptime.

Optimization 140

Optimization Enterprise Finance Data Processing 140