Analytics Vidhya

MAY 3, 2024

Its extensive libraries cater […] The post 40+ Free Python Resources that can Help you Become a Pro appeared first on Analytics Vidhya. Thanks to its vast open-source community, Python boasts a library for every task imaginable, with wrappers for popular packages from other languages.

Machine Learning 312

Machine Learning Analytics IT Data Science 312

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

OCTOBER 18, 2024

As models grow larger and more complex, efficiently managing memory during model loading becomes increasingly important, especially when working with limited GPU or CPU resources. I recently came across a post by Sebastian that caught my attention, and I wanted to dive deeper into its content.

Modeling 208

Modeling Management Analytics IT 208

Analytics Vidhya

JANUARY 1, 2025

However, while training these models often relies on high-performance GPUs, deploying them effectively in resource-constrained environments such as edge devices or systems with limited hardware presents unique challenges.

Deep Learning 223

Deep Learning Modeling Analytics 223

Analytics Vidhya

OCTOBER 14, 2024

This limitation poses challenges because AI model predictions are resource-intensive operations that […] The post LitServe: The Future of Scalable AI Model Serving appeared first on Analytics Vidhya.

Modeling 222

Modeling Machine Learning Analytics IT 222

Analytics Vidhya

NOVEMBER 22, 2024

However, most discussions revolve around large-scale models like GPT-3 or GPT-4, which require significant computational resources and vast datasets. Language models have transformed how we interact with data, enabling applications like chatbots, sentiment analysis, and even automated content generation.

Modeling 208

Modeling Interactive Data Enablement Analytics 208

Analytics Vidhya

NOVEMBER 29, 2024

Designed for speed and resource efficiency, SLMs are tailor-made for scenarios like edge computing and […] The post Performance Evaluation of Small Language Models: Insights and Comparisons appeared first on Analytics Vidhya. Enter Small Language Models (SLMs)—compact, efficient versions of LLMs with fewer than 10 billion parameters.

Modeling 208

Modeling Analytics 208

Analytics Vidhya

OCTOBER 14, 2022

However, tons of resources are available over the internet for free, and deciding where to go to find the best resources […]. To accommodate this need, more and more businesses are starting to offer boot camps while universities are creating new courses.

Data Science 390

Data Science Analytics 390

Analytics Vidhya

JUNE 4, 2024

Introduction Python’s ability to manage resources—files, database connections, and threads—ensures that programs run quickly and without errors. Python context managers make resource management easier by enabling developers to specify resource setup and takedown procedures legibly and error-proofly using the with statement.

Management 317

Management Analytics 317

Analytics Vidhya

DECEMBER 10, 2022

Introduction Cloud computing is an internet-based emerging computing paradigm that provides a way to deliver computing resources. These resources include databases, applications, analytics, computing, servers, storage, networking, development, and intelligence.

Data Science 347

Data Science Publishing Analytics Deep Learning 347

Analytics Vidhya

NOVEMBER 17, 2023

Introduction In AI, two distinct challenges have surfaced: deploying large models in cloud environments, incurring formidable compute costs that impede scalability and profitability, and accommodating resource-constrained edge devices struggling to support complex models.

Modeling 335

Modeling Analytics Deep Learning 335

Analytics Vidhya

DECEMBER 4, 2023

This decision, part of a broader restructuring effort, follows the abandonment of a planned cloud business launch and aims to reallocate resources towards emerging technologies, with a specific focus on generative artificial intelligence (AI). […] The post Alibaba Prioritizes This Over Quantum Computing appeared first on Analytics Vidhya.

Technology 315

Technology Analytics IT 315

Analytics Vidhya

APRIL 24, 2024

These compact models are crucial for developers and researchers who need to run applications locally on devices with limited resources. Introduction In the world of machine learning, the trend toward smaller, more efficient models has grown significantly.

Modeling 315

Modeling Machine Learning Testing Analytics 315

Analytics Vidhya

FEBRUARY 1, 2023

The main reasons for misdiagnosis are a lack of experienced doctors, lack of time with patients, lack of resources, etc. Because many diseases have similar symptoms, which is difficult for doctors to give accurate results.

Predictive Analytics 399

Predictive Analytics Analytics Technology Forecasting 399

Analytics Vidhya

MARCH 14, 2024

With countless resources at our disposal, selecting the right guide to navigate the intricate world of statistics can be overwhelming. Introduction The role of statistics in the dynamic field of data science is foundational, acting as the critical toolset for analyzing and making sense of the vast data landscapes of today.

Statistics 397

Statistics Data Science Analytics 397

Analytics Vidhya

OCTOBER 10, 2022

Source: Canva Introduction Most recent speech recognition models often rely on large supervised datasets, which are unavailable for many low-resource languages; this poses a challenge in creating a speech recognition model inclusive of all languages. This article was published as a part of the Data Science Blogathon.

Data Science 396

Data Science Publishing Modeling Analytics 396

AWS Big Data

OCTOBER 23, 2024

Data-aware scheduling – Using the dataset-based scheduling feature in Airflow, the enhanced API enables the Amazon MWAA environment to manage the incoming workload and scale resources accordingly, improving the overall reliability and efficiency of event-driven pipelines. Let’s review some important ones in the subsequent sections.

Interactive 115

Interactive Testing Data-driven Data Lake 115

Analytics Vidhya

NOVEMBER 17, 2022

Source: Canva Introduction Competitive Deep Learning models rely on a wealth of training data, computing resources, and time. This article was published as a part of the Data Science Blogathon. However, there are many tasks for which we don’t have enough labeled data at our disposal.

Deep Learning 390

Deep Learning Data Science Publishing Modeling 390

Analytics Vidhya

JANUARY 31, 2023

Introduction YARN stands for Yet Another Resource Negotiator. It is a powerful resource management system for a horizontal server environment. It is designed to be more flexible and generic than the original Hadoop MapReduce system, making it an attractive choice for companies looking to implement Hadoop.

Management 326

Management Analytics IT Big Data 326

CIO Business Intelligence

NOVEMBER 7, 2024

The UK government has introduced an AI assurance platform, offering British businesses a centralized resource for guidance on identifying and managing potential risks associated with AI, as part of efforts to build trust in AI systems. About 524 companies now make up the UK’s AI sector, supporting more than 12,000 jobs and generating over $1.3

Risk 130

Risk Management Measurement Consulting 130

Analytics Vidhya

MAY 29, 2022

SQL JOIN is the best tool to combine data from multiple resources! Introduction on SQL Join The data required for a data-analysis task usually comes from multiple sources. SQL JOINs are the tools to bring this data together. In this article, I am […]. The post 3 Most Frequently Asked SQL Join Interview Questions?

Data Science 370

Data Science Publishing Analytics 370

Analytics Vidhya

MAY 17, 2024

There are a plethora of digital learning platforms and resources available today to […] The post 6 Free University Courses to Learn Machine Learning appeared first on Analytics Vidhya. Companies leverage machine learning to analyze data, predict trends, and make informed decisions.

Machine Learning 334

Machine Learning Finance Analytics IT 334

Analytics Vidhya

MARCH 4, 2024

Introduction There is no shortage of resources available online and offline when it comes to learning Python. However, not all Python books are created equal. Some are better suited for beginners, while others cater to more advanced programmers or those with specialized interests.

Analytics 287

Analytics IT Deep Learning Machine Learning 287

Analytics Vidhya

MARCH 28, 2023

These tools can also help businesses save time and resources by automating repetitive tasks and providing insights into customer behavior. AI-powered email automation tools use ML algorithms to analyze data and optimize campaigns, delivering personalized content to each recipient.

Optimization 367

Optimization Analytics Marketing Analytics IT 367

AWS Big Data

OCTOBER 11, 2024

Prerequisite This post assumes you have the following resources set up: An active and running OpenSearch Service domain. Create an IAM role and user in the target account. Add a bucket policy. Register the repository and restore snapshots in the target domain. An S3 bucket to store the manual snapshots of your OpenSearch Service domain.

Snapshot 111

Snapshot Dashboards Management Testing 111

Analytics Vidhya

SEPTEMBER 4, 2022

Resources are available on request within a few minutes or seconds, and you only pay for what you use. This article was published as a part of the Data Science Blogathon. Introduction Applications in Azure run on compute services, which determine how they are performed and allow cloud-based applications to be run on-demand. We will […].

Data Science 359

Data Science Publishing Analytics 359

Analytics Vidhya

SEPTEMBER 16, 2022

Introduction AWS is a cloud computing service that provides on-demand computing resources for storage, networking, Machine learning, etc on a pay-as-you-go pricing model. This article was published as a part of the Data Science Blogathon.

Machine Learning 361

Machine Learning Modeling Data Science Publishing 361

Analytics Vidhya

MAY 9, 2024

This guide provides resources, pointers, and guidance […] The post How to Learn Python? It is rewarding and pleasant with its simple syntax and large library ecosystem. You can make a lot of different kinds of applications with Python, from simple python code to difficult software packages.

Software 349

Software Analytics IT 349

Analytics Vidhya

SEPTEMBER 23, 2023

This article will cover the entire data science curriculum for self study, along with list of resources and programs that can help you pace up the process. Introduction Are you planning to become a data scientist but dont know where to start? Don’t worry, we have got you covered.

Data Science 348

Data Science Analytics 348

Analytics Vidhya

AUGUST 13, 2024

GitHub hosts numerous repositories that are excellent resources for anyone looking to deepen their statistical knowledge. Introduction Statistics is a cornerstone of data science, machine learning, and many analytical domains. Mastering it can significantly enhance your ability to interpret data and make informed decisions.

Statistics 316

Statistics Data Processing Machine Learning Data Science 316