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 361

Optimization Interactive Analytics IT 361

Analytics Vidhya

NOVEMBER 2, 2021

Introduction There are multiple ways that one can take to either minimize or maximize any function so that the optimal value can be found out. The post Implementing Particle Swarm Optimization using Python appeared first on Analytics Vidhya.

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Optimization Data Science Publishing Analytics 336

Analytics Vidhya

JUNE 13, 2024

Hyperparameter optimization—adjusting those settings to end up with something that’s not horrible—might be the most important part of it all. In this blog post, complete with code snippets, we’ll cover what this means and how to do […] The post Hyperparameter Optimization in Machine Learning Models appeared first on Analytics Vidhya.

Machine Learning 305

Machine Learning Optimization Modeling Analytics 305

Analytics Vidhya

DECEMBER 23, 2021

This article was published as a part of the Data Science Blogathon Optimization Optimization provides a way to minimize the loss function. Optimization aims to reduce training errors, and Deep Learning Optimization is concerned with finding a suitable model. In this article, we will […].

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Optimization Modeling Deep Learning Data Science 348

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

Optimization Modeling Analytics 337

Analytics Vidhya

FEBRUARY 10, 2022

Objective “True optimization is the revolutionary contribution of modern research to decision processes” – George Dantzig. We will find an optimal value for a linear equation with different linear constraints. The post Optimal Resource Allocation using Python appeared first on Analytics Vidhya. We […].

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Optimization Data Science Publishing Analytics 328

Analytics Vidhya

SEPTEMBER 29, 2021

The post A Comprehensive Guide on Neural Networks Performance Optimization appeared first on Analytics Vidhya. There are different deep neural networks that work best on many different real-world applications and research and development are still going on. The comprehensive guide […].

Optimization 364

Optimization Deep Learning Machine Learning Data Science 364

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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Optimization Data Science Strategy Publishing 385

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? appeared first on Analytics Vidhya. 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?

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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. Science has come up with some of the best inventions by simulating life. Drones have […].

Optimization 345

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.

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Optimization Strategy Data-driven Interactive 353

Analytics Vidhya

OCTOBER 25, 2023

The answers to these questions […] The post How to Optimize Revenues Using Dynamic Pricing? appeared first on Analytics Vidhya. 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

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

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

AUGUST 23, 2023

Introduction Price optimization is a critical component of e-commerce that involves setting the right prices for products to achieve various business objectives, such as maximizing profits, increasing market share, and enhancing customer satisfaction.

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Optimization Business Objectives Marketing Analytics 269

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. It offers superior task alignment because it undergoes specific training for these tasks.

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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? appeared first on Analytics Vidhya. 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.

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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

Optimization Modeling Analytics 319

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

Optimization Modeling Analytics 291

Analytics Vidhya

SEPTEMBER 16, 2024

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

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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

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 13, 2023

The post Travel The World | Optimizing Travel Itinerary with Python appeared first on Analytics Vidhya. It can be frustrating to spend hours comparing prices and distances, only to find that the options available don’t quite meet your needs. […].

Optimization 304

Optimization Data Science Publishing Analytics 304

CIO Business Intelligence

OCTOBER 30, 2024

As businesses increasingly rely on digital platforms to interact with customers, the need for advanced tools to understand and optimize these experiences has never been greater. Enter Gen AI, a transformative force reshaping digital experience analytics (DXA). That’s where Gen AI comes in. The future of Gen AI in DXA: What’s next?

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Analytics Vidhya

JUNE 6, 2023

When investing in multiple stocks, determining the optimal allocation of funds to each stock to minimize risk and maximize returns can be challenging.

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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

Optimization Modeling Analytics IT 317

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. appeared first on Analytics Vidhya.

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Marketing Optimization Analytics 271

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

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.

Optimization 208

Optimization Marketing Analytics 208

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. appeared first on Analytics Vidhya.

Machine Learning 208

Machine Learning Optimization Analytics IT 208