Analytics Vidhya

MAY 2, 2024

To improve performance, algorithms like Reinforcement Learning with Human Feedback and Direct Preference Optimization (DPO) can be used. This article focuses on RLHF methods and […] The post Fine-tune Llama 3 using Direct Preference Optimization appeared first on Analytics Vidhya.

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Analytics Vidhya

AUGUST 30, 2022

How to Optimize It? This works by mounting them to an Infrastructure as a Service (IaaS) compute instance or local computers using the NFS protocol. In this post, […]. The post What is AWS EFS? appeared first on Analytics Vidhya.

Optimization 364

Optimization IT Data Science Publishing 364

Analytics Vidhya

NOVEMBER 1, 2022

Introduction Recently, many researchers have developed an interest in Nature-inspired Optimization Algorithms (NIOAs). The post An Introduction to Nature-inspired Optimization Algorithms (NIOAs) appeared first on Analytics Vidhya. This is because many of life’s challenges have been solved using simulations from life itself.

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Optimization Data Science Publishing Analytics 345

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.

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Analytics Vidhya

JULY 19, 2024

To unlock such potential, businesses must master […] The post Optimizing AI Performance: A Guide to Efficient LLM Deployment appeared first on Analytics Vidhya. Imagine a world where customer service chatbots not only understand but anticipate your needs, or where complex data analysis tools provide insights instantaneously.

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Analytics Vidhya

OCTOBER 25, 2023

The answers to these questions […] The post How to Optimize Revenues Using Dynamic Pricing? In IRCTC, Rajdhani prices increase are booking rate increases, and in Amazon, prices for the exact product change multiple times. Who decides when to change these prices or to what extent? Who decides the right price at the right time?

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Analytics Vidhya

NOVEMBER 20, 2024

In machine learning, a similar challenge exists with gradient descent, where using […] The post What is Adaptive Gradient(Adagrad) Optimizer? If you used the same amount of water on all of them every day, some plants would thrive, while others might get overwatered or dry out. appeared first on Analytics Vidhya.

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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.

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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. Enterprises and businesses believe in integrating reliable and responsible AI in their application to generate more revenue.

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Optimization Software Enterprise Analytics 348

Analytics Vidhya

AUGUST 28, 2024

AdalFlow provides a unified library with strong string processing, flexible tools, multiple output formats, and model monitoring like […] The post Optimizing LLM Tasks with AdalFlow: Achieving Efficiency with Minimal Abstraction appeared first on Analytics Vidhya.

Optimization 319

Optimization Modeling Analytics 319

Analytics Vidhya

SEPTEMBER 16, 2024

A major advantage of the STAR […] The post How to Optimize Data Warehouse with STAR Schema? This star-like structure simplifies complex queries, enhances performance, and is ideal for large datasets requiring fast retrieval and simplified joins. appeared first on Analytics Vidhya.

Data Warehouse 291

Data Warehouse Optimization Business Intelligence Analytics 291

Analytics Vidhya

DECEMBER 23, 2023

Introduction In deep learning, the Adam optimizer has become a go-to algorithm for many practitioners. In this blog, we’ll dive into the intricacies […] The post What is Adam Optimizer and How to Tune its Parameters in PyTorch appeared first on Analytics Vidhya.

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Optimization Deep Learning IT 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.

Data Science 334

Data Science Optimization Analytics IT 334

Analytics Vidhya

JANUARY 29, 2024

But, here’s the problem: this encyclopedia is huge and requires significant time and effort […] The post Optimizing Neural Networks: Unveiling the Power of Quantization Techniques appeared first on Analytics Vidhya. Now, this friend has a precise way of doing things, like he has a dictionary in his head.

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Optimization Analytics Deep Learning IoT 314

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

MARCH 28, 2024

However, these advantages come at the cost of high computational requirements […] The post Optimize Resource Usage with the Mixture of Experts and Grok-1 appeared first on Analytics Vidhya.

Optimization 305

Optimization Modeling Analytics Machine Learning 305

CIO Business Intelligence

JANUARY 7, 2025

The good news is all major cloud providers frameworks do the same thing: Operational excellence Security Cost optimization Reliability Performance efficiency Sustainability The framework helps in implementing the financial controls (FinOps) that we will discuss separately, management of workloads (BaseOps) and security controls (SecOps).

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Optimization Strategy Cost-Benefit Enterprise 98

Analytics Vidhya

OCTOBER 15, 2024

Among the AI-driven innovations, generative AI (GenAI) is particularly revolutionizing how marketing teams create content, optimize activities, and deliver campaigns. Introduction The marketing landscape has undergone a massive transformation with the rise of artificial intelligence (AI).

Marketing 271

Marketing Optimization Analytics 271

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.

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Optimization Data Warehouse Data-driven Testing 75

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

Analytics Vidhya

OCTOBER 18, 2024

The rise of generative AI (GenAI) is transforming the way digital marketers approach search engine optimization (SEO). GenAI-driven tools are helping businesses improve search rankings and drive organic traffic more efficiently than ever.

Optimization 208

Optimization Strategy Marketing Analytics 208

Analytics Vidhya

APRIL 26, 2025

Rather than leaving models to guess optimal outputs, we guide the learning process with carefully designed reward signals, ensuring AI behaviors align […] The post A Guide to Reinforcement Finetuning appeared first on Analytics Vidhya.

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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.

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Optimization Modeling Analytics IT 208

Analytics Vidhya

JULY 24, 2024

Introduction Search engine optimization (SEO) has been impacted by the significant changes brought about by AI growth in many different areas. As businesses strive to improve their online presence and achieve higher search engine rankings, AI emerges as a game-changer, offering innovative solutions to streamline and enhance SEO practices.

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Optimization Analytics 352

Analytics Vidhya

FEBRUARY 22, 2025

Fine-tuning large language models (LLMs) is essential for optimizing their performance in specific tasks. OpenAI provides a robust framework for fine-tuning GPT models, allowing organizations to tailor AI behavior based on domain-specific requirements.

Modeling 200

Modeling Optimization Analytics 200

Analytics Vidhya

FEBRUARY 1, 2025

In todays fast-paced business environment, organizations are inundated with data that drives decisions, optimizes operations, and maintains competitiveness. However, extracting actionable insights from this data remains a significant hurdle.

Optimization 180

Optimization Analytics 180

Analytics Vidhya

NOVEMBER 24, 2023

for project optimization in customer support introduces a unique perspective. Introduction In the fast-paced world of customer support efficiency and responsiveness are paramount. Leveraging Large Language Models (LLMs) such as OpenAI’s GPT-3.5

Optimization 323

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Analytics Vidhya

JANUARY 8, 2024

Introduction ChatGPT In the dynamic landscape of modern business, the intersection of machine learning and operations (MLOps) has emerged as a powerful force, reshaping traditional approaches to sales conversion optimization.

Sales 314

Sales Strategy Machine Learning Optimization 314

Analytics Vidhya

JULY 10, 2024

It covers testing, debugging, and optimizing AI agents in addition to tools, libraries, environment setup, and implementation. Introduction This article introduces the ReAct pattern for improved capabilities and demonstrates how to create AI agents from scratch.

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Testing Optimization Analytics IT 364