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

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

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, […].

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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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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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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

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

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 […].

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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 […].

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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

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 314

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

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. One such tool that has gained popularity in recent years is Ayanza.

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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 […].

Optimization 381

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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 322

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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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 […].

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Optimization Data Science Publishing Analytics 326

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.

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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 […].

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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.

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KDnuggets

NOVEMBER 16, 2023

Integrating AI-powered pair programming tools for data analytics in Databricks optimizes and streamlines the development process, freeing up developer time for innovation.

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Optimization Data Analytics Analytics Data Science 122

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 356

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

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 […].

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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. […].

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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 […].

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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 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.

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Analytics Vidhya

DECEMBER 20, 2022

The post How to Optimize the Performance of AWS S3? appeared first on Analytics Vidhya. Introduction Source: krzysztof-m from Pixabay Amazon Web Services (AWS) Simple Storage Service (S3) is a highly scalable, secure, and durable cloud storage service.

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Analytics Vidhya

MARCH 20, 2022

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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Optimization Data Science Publishing Analytics 238

Analytics Vidhya

SEPTEMBER 29, 2021

We will then apply some of the popular hyperparameter tuning techniques to this basic model in order to arrive at the optimal […]. The post A Hands-On Discussion on Hyperparameter Optimization Techniques appeared first on Analytics Vidhya.

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David Menninger's Analyst Perspectives

SEPTEMBER 23, 2021

Sisu Data is an analytics platform for structured data that uses machine learning and statistical analysis to automatically monitor changes in data sets and surface explanations. It can prioritize facts based on their impact and provide a detailed, interpretable context to refine and support conclusions.

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Analytics Vidhya

APRIL 30, 2021

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

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Analytics Vidhya

APRIL 26, 2022

The post How to Optimize ROI Using Customer Lifetime Value? appeared first on Analytics Vidhya. More customers translate into higher revenues and better profitability in the long run. But in recent times, and due to heavy competition customer loyalty to a brand has […].

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