Analytics Vidhya

MAY 2, 2024

One solution is the Odd Ratio […] The post Finetuning Llama 3 with Odds Ratio Preference Optimization appeared first on Analytics Vidhya. However, each step takes a significant amount of time and computing resources.

Optimization 337

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Analytics Vidhya

NOVEMBER 14, 2022

The post State Space Search Optimization Using Local Search Algorithms appeared first on Analytics Vidhya. These search strategies compute the path to the goal state from the initial state. A* Search Strategy is one of the best strategies […].

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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.

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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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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?

Optimization 337

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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

MAY 15, 2023

Microsoft AI Research has recently introduced a new framework called Automatic Prompt Optimization (APO) to significantly improve the performance of large language models (LLMs). This framework is designed to help users create better prompts with minimal manual intervention & optimize prompt engineering for better results.

Optimization 291

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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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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

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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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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

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

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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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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

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Analytics Vidhya

SEPTEMBER 5, 2024

The next obvious step is to send them an email based on the source and user behavior of these users, with the goal of converting them to paid […] The post Optimize Your Organisation’s Email Marketing with GenAI Agents appeared first on Analytics Vidhya.

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Optimization Marketing Analytics 208

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).

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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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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

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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%.

Optimization 64

Optimization Testing Manufacturing Finance 64

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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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.

Optimization 352

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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.

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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.

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