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 17, 2022

Where is Optimization used in DS/ML/DL? The post Optimization Essentials for Machine Learning appeared first on Analytics Vidhya. What are Convex […].

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Machine Learning Optimization Deep Learning Statistics 325

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 230

Analytics Vidhya

SEPTEMBER 3, 2021

The post Optimize your optimizations using Optuna appeared first on Analytics Vidhya. It is widely and exclusively used by the Kaggle community for the past 2 years and since the platform has such competitiveness, and for it to achieve such domination, […].

Optimization 314

Optimization Data Science Publishing Analytics 314

Analytics Vidhya

SEPTEMBER 5, 2022

The post Hyperparameter Optimization Using OptFormer appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon. Source: Canva Introduction Researchers of Google Ai recently introduced […].

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Optimization Data Science Publishing Analytics 297

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

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.

Optimization 255

Optimization Deep Learning IT Analytics 255

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 317

Optimization Strategy Data-driven Interactive 317

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 278

Optimization Modeling Analytics 278

Analytics Vidhya

OCTOBER 29, 2022

The post AWS Storage: Cost Optimization Principles appeared first on Analytics Vidhya. Organizations are collecting data at an alarming pace to analyze and derive insights for business enhancements. The abundant requirement for data collection made cloud data storage an unavoidable option concerning the […].

Optimization 345

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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.

Optimization 259

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Analytics Vidhya

DECEMBER 24, 2021

The post ML Hyperparameter Optimization App using Streamlit appeared first on Analytics Vidhya. It was designed especially for Machine Learning and Data Scientist team. Using Streamlit, we can quickly create interactive web apps and deploy them. Frontend […].

Optimization 367

Optimization Machine Learning Interactive Data Science 367

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.

Optimization 311

Optimization Software Enterprise Analytics 311

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 263

Optimization Modeling Analytics Machine Learning 263

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. Introduction While investing in equity markets (stock markets), we often diversify our investments in different stocks to maximize our returns.

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Optimization Risk Marketing Analytics 220

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.

Optimization 302

Optimization Data Science Publishing Analytics 302

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 […].

Optimization 302

Optimization Data Science Publishing Analytics 302

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 […].

Optimization 316

Optimization Modeling Deep Learning Data Science 316

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 […].

Optimization 346

Optimization Strategy Data Science Publishing 346

Analytics Vidhya

MAY 14, 2021

The post Bayesian Optimization: bayes_opt or hyperopt appeared first on Analytics Vidhya. ArticleVideo Book This article was published as a part of the Data Science Blogathon. Introduction If you have experience in Machine Learning, specifically supervised.

Optimization 287

Optimization Machine Learning Data Science Publishing 287

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.

Optimization 291

Optimization Data Science Publishing Analytics 291

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 355

Optimization Interactive Analytics IT 355

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 274

Optimization Modeling Analytics IT 274

Analytics Vidhya

NOVEMBER 12, 2021

This article was published as a part of the Data Science Blogathon Introduction Hey all, I am sure you must have played pokemon games at some point in time and must have hated the issue of creating an optimal and balanced team to gain an advantage. What if I say one can do this by having […].

Optimization 365

Optimization Data Science Publishing Analytics 365

Analytics Vidhya

OCTOBER 5, 2021

This article was published as a part of the Data Science Blogathon Overview of SQL Query Optimization SQL Query optimization is defined as the iterative process of enhancing the performance of a query in terms of execution time, the number of disk accesses, and many more cost measuring criteria.

Optimization 277

Optimization Measurement Data Science Publishing 277

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 333

Optimization IT Data Science Publishing 333

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 172

Optimization Management Technology Analytics 172

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 344

Optimization Deep Learning Machine Learning Data Science 344

Analytics Vidhya

OCTOBER 7, 2021

The post A Comprehensive Guide on Deep Learning Optimizers appeared first on Analytics Vidhya. A deep learning model consists of activation function, input, output, hidden layers, loss function, etc. Any deep learning model tries to […].

Deep Learning 311

Deep Learning Optimization Machine Learning Data Science 311

Analytics Vidhya

APRIL 27, 2021

The post Portfolio Optimization using MPT in Python appeared first on Analytics Vidhya. ArticleVideo Book This article was published as a part of the Data Science Blogathon. Introduction In this article, we shall learn the concepts of.

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Optimization Data Science Publishing Analytics 286