Analytics Vidhya

SEPTEMBER 5, 2022

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

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Analytics Vidhya

NOVEMBER 2, 2021

This article was published as a part of the Data Science Blogathon. 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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Analytics Vidhya

FEBRUARY 10, 2022

This article was published as a part of the Data Science Blogathon. Objective “True optimization is the revolutionary contribution of modern research to decision processes” – George Dantzig. This article discusses solving a resource allocation problem using linear programming in Python. We […].

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Analytics Vidhya

SEPTEMBER 29, 2021

This article was published as a part of the Data Science Blogathon Overview Deep learning is a subset of Machine Learning dealing with different neural networks with three or more layers. The post A Comprehensive Guide on Neural Networks Performance Optimization appeared first on Analytics Vidhya. The comprehensive guide […].

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Analytics Vidhya

NOVEMBER 14, 2022

This article was published as a part of the Data Science Blogathon. The post State Space Search Optimization Using Local Search Algorithms appeared first on Analytics Vidhya. Introduction Until now, we have seen two different approaches to state space search. i.e., Uninformed Search and Informed Search Strategies.

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Analytics Vidhya

APRIL 27, 2021

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

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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

This article was published as a part of the Data Science Blogathon. How to Optimize It? Introduction Amazon EFS is an AWS file-sharing service that allows you to manage file shares like those used in traditional networks. In this post, […]. In this post, […]. The post What is AWS EFS? appeared first on Analytics Vidhya.

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Analytics Vidhya

OCTOBER 7, 2021

This article was published as a part of the Data Science Blogathon Overview Deep learning is the subfield of machine learning which is used to perform complex tasks such as speech recognition, text classification, etc. The post A Comprehensive Guide on Deep Learning Optimizers appeared first on Analytics Vidhya.

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Analytics Vidhya

NOVEMBER 1, 2022

This article was published as a part of the Data Science Blogathon. 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. Drones have […].

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Analytics Vidhya

FEBRUARY 13, 2021

ArticleVideos This article was published as a part of the Data Science Blogathon. Introduction In this article, first, we will discuss some of the. The post Understanding the Bellman Optimality Equation in Reinforcement Learning appeared first on Analytics Vidhya.

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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.

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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.

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Analytics Vidhya

SEPTEMBER 29, 2021

This article was published as a part of the Data Science Blogathon Dear readers, In this blog, we will build a random forest classifier(RFClassifier) model to detect breast cancer using this dataset from Kaggle. The post A Hands-On Discussion on Hyperparameter Optimization Techniques appeared first on Analytics Vidhya.

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Analytics Vidhya

OCTOBER 4, 2020

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

Optimization 327

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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

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.

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Analytics Vidhya

SEPTEMBER 30, 2021

This article was published as a part of the Data Science Blogathon Introduction Apache Spark is a big data processing framework that has long become one of the most popular and frequently encountered in all kinds of projects related to Big Data.

Optimization 318

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Analytics Vidhya

MAY 18, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon. In an unsupervised algorithm, The post K-Mean: Getting The Optimal Number Of Clusters appeared first on Analytics Vidhya. Introduction K-means clustering is an unsupervised algorithm.

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Analytics Vidhya

JANUARY 13, 2023

This article was published as a part of the Data Science Blogathon. 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 304

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Analytics Vidhya

APRIL 30, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon. Tried optimizing a large machine learning problem, by some advanced algorithm, The post Simpler Implementation for Advanced Optimization Algorithms appeared first on Analytics Vidhya.

Optimization 271

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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.

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Analytics Vidhya

MAY 24, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon In terms of ML, what neural network means? The post Neural network and hyperparameter optimization using Talos appeared first on Analytics Vidhya. A neural network.

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Optimization Data Science Publishing Analytics 271

Analytics Vidhya

MARCH 20, 2022

This article was published as a part of the Data Science Blogathon. The goal is to find the optimal values of the […]. The goal is to find the optimal values of the […]. The post Linear Programming & Discrete Optimization with PuLP appeared first on Analytics Vidhya.

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Analytics Vidhya

JANUARY 16, 2021

ArticleVideos This article was published as a part of the Data Science Blogathon. Introduction Performance optimization is an important concern in any data science. The post Python Code Performance Measurement – Measure the right metric to optimize better! appeared first on Analytics Vidhya.

Measurement 279

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Analytics Vidhya

APRIL 26, 2022

This article was published as a part of the Data Science Blogathon. The post How to Optimize ROI Using Customer Lifetime Value? The post How to Optimize ROI Using Customer Lifetime Value? Introduction Customers are the most important driver of growth and the foundation of every business. appeared first on Analytics Vidhya.

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Analytics Vidhya

DECEMBER 20, 2022

This article was published as a part of the Data Science Blogathon. 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. appeared first on Analytics Vidhya.

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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. This article explores data discretisation’s methodologies, benefits, and applications, offering […] The post What is Discretization in Machine Learning?

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Analytics Vidhya

OCTOBER 26, 2020

This article was published as a part of the Data Science Blogathon. The post How Can You Optimize your Spark Jobs and Attain Efficiency – Tips and Tricks! Introduction “Data is the new oil” ~ that’s no secret and is. appeared first on Analytics Vidhya.

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Analytics Vidhya

JANUARY 13, 2025

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. Well also explore key features, including its optimized performance […] The post How to Access Phi-4 Using Hugging Face? appeared first on Analytics Vidhya.

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Analytics Vidhya

JUNE 9, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Introduction The Hyperparameter Optimization for Machine Learning (ML) algorithm is an. The post 5 Hyperparameter Optimization Techniques You Must Know for Data Science Hackathons appeared first on Analytics Vidhya.

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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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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.

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Analytics Vidhya

MAY 26, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Introduction Last time I wrote about hyperparameter-tuning using Bayesian Optimization: bayes_opt. The post Tuning the Hyperparameters and Layers of Neural Network Deep Learning appeared first on Analytics Vidhya.

Deep Learning 390

Deep Learning Data Science Publishing Optimization 390

Analytics Vidhya

JULY 10, 2024

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

Testing 364

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Analytics Vidhya

AUGUST 23, 2021

This article was published as a part of the Data Science Blogathon Building a simple Machine Learning model using Pytorch from scratch. Image by my great learning Introduction Gradient descent is an optimization algorithm that is used to train machine learning models and is now used in a neural network.

Machine Learning 400

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Analytics Vidhya

JUNE 6, 2022

This article was published as a part of the Data Science Blogathon. Introduction In this article, we will discuss advanced topics in hives which are required for Data-Engineering. Whenever we design a Big-data solution and execute hive queries on clusters it is the responsibility of a developer to optimize the hive queries.

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