Optimization - Data Leaders Brief

Apache Airflow®: The Ultimate Guide to DAG Writing

Optimization Essentials for Machine Learning

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 […].

Machine Learning

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What is Adam Optimizer?

Analytics Vidhya

SEPTEMBER 29, 2023

Introduction In deep learning, optimization algorithms are crucial components that help neural networks learn efficiently and converge to optimal solutions. appeared first on Analytics Vidhya.

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ML Hyperparameter Optimization App using Streamlit

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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Optimizing The Modern Developer Experience with Coder

Many software teams have migrated their testing and production workloads to the cloud, yet development environments often remain tied to outdated local setups, limiting efficiency and growth. This is where Coder comes in. In our 101 Coder webinar, you’ll explore how cloud-based development environments can unlock new levels of productivity.

Optimizing Pokemon Team using Python’s PuLP Library

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

Hyperparameter Optimization Using OptFormer

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 […].

Optimization

Implementing Particle Swarm Optimization using Python

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

AWS Storage: Cost Optimization Principles

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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15 Modern Use Cases for Enterprise Business Intelligence

Large enterprises face unique challenges in optimizing their Business Intelligence (BI) output due to the sheer scale and complexity of their operations. Unlike smaller organizations, where basic BI features and simple dashboards might suffice, enterprises must manage vast amounts of data from diverse sources.

Business Intelligence

An Introduction to Particle Swarm Optimization (PSO) Algorithm

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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Hyperparameter Optimization in Machine Learning Models

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. Introduction One of the toughest things about making powerful models in machine learning is fiddling with many levels.

Machine Learning

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Introduction to Linear Model for Optimization

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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Finetuning Llama 3 with Odds Ratio Preference Optimization

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

Enhance Innovation and Governance Through the Cloud Development Maturity Model

Whether starting or refining your platform, the model guides you through stages from foundational to optimized. By implementing Cloud Development Environments (CDEs), teams can boost efficiency, improve security, and streamline operations through centralized governance.

Modeling

A Comprehensive Guide on Neural Networks Performance Optimization

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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Optimize Python Code for High-Speed Execution

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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Optimal Resource Allocation using Python

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

State Space Search Optimization Using Local Search Algorithms

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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Common Use Cases for Mathematical Optimization

Mathematical optimization is a subset of artificial intelligence and a type of prescriptive analytics. What are some of the most common use cases for mathematical optimization across industries? This guide is ideal if you: Are curious about the different application areas for mathematical optimization.

Alternative Hyperparameter Optimization Technique You need to Know – Hyperopt

Analytics Vidhya

SEPTEMBER 17, 2020

The post Alternative Hyperparameter Optimization Technique You need to Know – Hyperopt appeared first on Analytics Vidhya. Introduction When working on a machine learning project, you need to follow a series of steps until you reach your goal, one of the.

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A Comprehensive Guide on Deep Learning Optimizers

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

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Fine-tune Llama 3 using Direct Preference Optimization

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.

Optimization

What is AWS EFS? How to Optimize It?

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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Just In: Inventory Optimization Research

How are organizations performing on inventory optimization? For instance, inventory optimization is now a strategic priority for 35% of organizations. The technologies in use and the benefits of optimization. How can new technologies help your team improve? Find out in this new research report. Inventory: asset or liability?

An Introduction to Nature-inspired Optimization Algorithms (NIOAs)

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

RLHF For High-Performance Decision-Making: Strategies and Optimization

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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Optimizing AI Performance: A Guide to Efficient LLM Deployment

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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How to Optimize Revenues Using Dynamic Pricing?

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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How Does Your Inventory Optimization Process Compare to Peers?

Take it now to see how your inventory optimization process scores and benchmark it against peers. Are You Betting on the Right Tools to Succeed in 2021? The 15-question assessment takes only 5 minutes to complete. Responses are aggregated and kept anonymous. We hope it serves as a thought-provoking exercise to improve your approach! -->

A Hands-On Discussion on Hyperparameter Optimization Techniques

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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What is Adam Optimizer and How to Tune its Parameters in PyTorch

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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Price Optimization in E-Commerce

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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What is Adaptive Gradient(Adagrad) Optimizer?

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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Easily Build an Optimization App and Empower Your Data

Speaker: Gertjan de Lange

If the last few years have illustrated one thing, it’s that modeling techniques, forecasting strategies, and data optimization are imperative for solving complex business problems and weathering uncertainty. Not being able to envision various organizational scenarios means you won't be able to navigate them, leaving you dead in the water.

Optimizing LLMs with Mistral AI’s New Fine-Tuning APIs

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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Microsoft Introduces Automatic Prompt Optimization Framework for LLMs

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

Mastering AI Optimization and Deployment with Intel’s OpenVINO Toolkit

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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Optimizing Neural Networks: Unveiling the Power of Quantization Techniques

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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Customer Experience Management: Optimizing Your Strategy for Financial Success

Speaker: Diane Magers, Founder and Chief Experience Officer at Experience Catalysts

In the world of business, connecting the dots from experience to financial impact is an essential skill. Transforming customer engagement, Voice of Customer (VoC) insights, and Journey Maps into tangible financial outcomes poses a significant challenge for most organizations.

Strategy

Optimizing LLM Tasks with AdalFlow: Achieving Efficiency with Minimal Abstraction

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.

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