Analytics Vidhya

MARCH 21, 2024

In this python tutorial, we’ll cover everything from the basics to advanced topics, as well as important libraries and practical projects in Python. Before […] The post Python Tutorial | Concepts, Resources and Projects appeared first on Analytics Vidhya.

Analytics 329

Analytics IT 329

Analytics Vidhya

FEBRUARY 15, 2023

Introduction PyTorch is a popular open-source machine-learning library that has recently gained immense popularity among data scientists and researchers. With its easy-to-use interface, dynamic computational graph, and rich ecosystem of tools and resources, PyTorch has made deep learning accessible to a wider audience than ever before.

Deep Learning 326

Deep Learning Machine Learning Technology Analytics 326

O'Reilly on Data

APRIL 2, 2019

A few years ago, we started publishing articles (see “Related resources” at the end of this post) on the challenges facing data teams as they start taking on more machine learning (ML) projects. These tools serve functions like version control, library management, deployment automation, and more.

Machine Learning 270

Machine Learning Modeling Data Science Software 270

O'Reilly on Data

MARCH 7, 2019

Language understanding benefits from every part of the fast-improving ABC of software: AI (freely available deep learning libraries like PyText and language models like BERT ), big data (Hadoop, Spark, and Spark NLP ), and cloud (GPU's on demand and NLP-as-a-service from all the major cloud providers). Has this patient been pregnant before?

Deep Learning 279

Deep Learning Testing Machine Learning Modeling 279

AWS Big Data

NOVEMBER 29, 2024

The role must grant access to all resources used by the job, including Amazon S3 and AWS Secrets Manager. You need to add an additional python library that will take care of storing and retrieving the Delta Tokens for each job execution. In an AWS Glue Data Catalog , create a database called sapgluedatabase.

Visualization 105

Visualization Data Processing Data-driven Cost-Benefit 105

CIO Business Intelligence

FEBRUARY 6, 2025

Existing tools and methods often provide adequate solutions for many common analytics needs Heres the rub: LLMs are resource hogs. Sustainable IT is about optimizing resource use, minimizing waste and choosing the right-sized solution. Using an LLM to calculate a simple average is like using a bazooka to swat a fly.

Unstructured Data 115

Unstructured Data Manufacturing Data Governance Sales 115

AWS Big Data

NOVEMBER 6, 2024

This is where Kinesis Client Library (KCL) comes in. We are excited to launch Kinesis Client Library 3.0, achieves this with a new load balancing algorithm that continuously monitors the resource utilization of workers and redistributes the load evenly to all workers. We then show how KCL 3.0 x to 3.0. After deploying KCL 3.0,

Cost-Benefit 116

Cost-Benefit Metadata Optimization Publishing 116

O'Reilly on Data

FEBRUARY 11, 2020

They don’t have the resources they need to clean up data quality problems. As for a lack of resources (cited by more than 40% of respondents), there’s at least some reason for hope: machine learning (ML) and artificial intelligence (AI) could provide a bit of a boost. Can AI be a catalyst for improved data quality?

Data Quality 363

Data Quality Metadata Data Governance Publishing 363

Rocket-Powered Data Science

FEBRUARY 15, 2023

Second, doing something new (especially something “big” and disruptive) must align with your business objectives – otherwise, you may be steering your business into deep uncharted waters that you haven’t the resources and talent to navigate. Remember to Keep it Simple and Smart (the “KISS” principle ).

Strategy 290

Strategy Experimentation Uncertainty Machine Learning 290

AWS Big Data

NOVEMBER 19, 2024

With its libraries, CLI, and services, you can connect your frontend to the cloud for authentication, storage, APIs, and more. Amplify provides libraries for popular web and mobile frameworks, like JavaScript, Flutter, Swift, and React. Amplify streamlines full-stack app development.

Data Processing 98

Data Processing Metadata Publishing Testing 98

AWS Big Data

DECEMBER 12, 2024

Create another Lambda layer for the requests library, similar to how you created the layer for the Gremlin plugin. This library will be used for HTTP client functionality in the Lambda function. Choose the function to configure. To the recently created layer, at the bottom of the page, choose Add a layer. repeat( union( __.inE('lineage_edge').outV(),

Snapshot 98

Snapshot Recreation/Entertainment Experimentation Data Lake 98

Smart Data Collective

FEBRUARY 28, 2022

Academic and public libraries are among those heavily influenced by these changes. Ninety-three percent of public libraries have digital collections. Big data is helping them increase the number of digital resources they offer. In 2019, Science Publishing Group shared a study on the impact of big data on academic libraries.

Big Data 116

Big Data Marketing Strategy Data-driven 116

CIO Business Intelligence

MARCH 5, 2025

Without the expertise or resources to experiment with and implement customized initiatives, enterprises often sputter getting projects off the ground. AI requires massive datasets, customized models, and ongoing fine-tuning. While its potential is broad, that makes it difficult to pinpoint its practical applications in specific industries.

Insurance 86

Insurance Cost-Benefit Interactive Enterprise 86

AWS Big Data

NOVEMBER 22, 2024

They then need to modify their Spark scripts and configurations, updating features, connectors, and library dependencies as needed. At the time of writing, the service handles PySpark code that doesn’t rely on additional library dependencies. Using right-sized compute resources, such as G.1X to version 4.0.

Cost-Benefit 105

Cost-Benefit Data-driven Software Testing 105

AWS Big Data

NOVEMBER 13, 2023

Administrators can simplify and standardize access control to Kafka resources using AWS Identity and Access Management (IAM). Using IAM authentication and authorization is the preferred choice of many customers because you can secure Kafka resources just like you do with all other AWS services.

Cost-Benefit 110

Cost-Benefit Management Optimization Consulting 110

AWS Big Data

NOVEMBER 13, 2023

Administrators can simplify and standardize access control to Kafka resources using IAM. In this post, we show how you can connect your applications to MSK clusters with minimal code changes using the open-sourced client helper libraries and code samples for popular languages, including Java , Python , Go , JavaScript , and.

Testing 111

Testing Management Consulting IT 111

AWS Big Data

NOVEMBER 22, 2024

Lucene index and shard: OpenSearch is built as a distributed system on top of Apache Lucene, an open-source high-performance text search engine library. RFS is now part of the Migration Assistant solution and available from the AWS Solution Library. To experience OpenSearch, try the OpenSearch Playground.

Snapshot 98

Snapshot Metadata Recreation/Entertainment Data Processing 98

datapine

MAY 14, 2019

Written by renowned computer scientist Andrew Ng , this gripping read not only offers an accessible introduction to machine learning and big data, but it also proves an excellent resource on collecting data, utilizing the power of deep end-to-end learning, and facilitating the sharing of key insights with a machine learning system.

Data Science 350

Data Science Machine Learning Big Data Data-driven 350

AWS Big Data

JANUARY 26, 2023

You don’t need to build and configure the required libraries or install a separate connector. You can use the following library versions with this option. If you want to use other versions of the preceding libraries, you can choose either of the following options: Use the connectors in AWS Marketplace. AWS Glue 4.0

Data Lake 136

Data Lake Big Data Software Interactive 136

AWS Big Data

AUGUST 30, 2023

This will give you the ability to identify bottlenecks while optimizing resource utilization. CloudWatch provides a robust, scalable, and cost-effective monitoring solution for AWS resources and applications, with powerful customization options and seamless integration with other AWS services.

Metrics 111

Metrics Dashboards Publishing Data-driven 111

Smart Data Collective

MARCH 2, 2022

Serverless can also bring cost reductions, as users only pay for the resources used. In a non-serverless setting, the users would create the container and then configure K8s manifests and resources to deploy and run the application within the cluster. Kubernetes is a Wonderful Resource for Data Scientists.

Cost-Benefit 145

Cost-Benefit Data Science Interactive Management 145

Cloudera

NOVEMBER 3, 2021

CML offers all the functionality you would expect from a modern data science platform, like scalable compute resources and access to preferred tools, along with the benefit of being managed, governed, and secured by Cloudera’s Shared Data Experience , or SDX. When I first started working with RAPIDS libraries I was skeptical.

Deep Learning 117

Deep Learning Machine Learning Data Science Cost-Benefit 117

Cloudera

MAY 19, 2021

RAPIDS on the Cloudera Data Platform comes pre-configured with all the necessary libraries and dependencies to bring the power of RAPIDS to your projects. The focus of this tutorial will be on the mechanics of leveraging the RAPIDS library and not on building the best performing model for the leaderboard. What is RAPIDS. Project Setup.

Machine Learning 137

Machine Learning Data Science Data Lake Modeling 137

datapine

AUGUST 14, 2019

Many users also report its power in constructed-in capabilities and libraries, data manipulation, and reporting. It offers a wide range of libraries attractive for both programmers and data scientists such as seaborn or TensorFlow. Key functions and usage: offers a wide range of libraries; connected with numerous other tools.

Data Science 214

Data Science Statistics Business Intelligence Visualization 214

AWS Big Data

MARCH 6, 2025

The setup consists of two main steps: Provision the resources for IAM Identity Center, Amazon Redshift and Okta: Enable IAM Identity Center and configure Okta as the IdP to manage user authentication and group provisioning. At this point, you should have all the required resources for creating the Streamlit application.

Visualization 104

Visualization Sales Data Warehouse Management 104

Domino Data Lab

AUGUST 9, 2021

Deep learning models also tend to be more resource-intensive, requiring more CPU and GPU power. Deep Learning Modeling Tools: PyTorch: is a free, open-source library primarily used for deep learning applications like natural language processing and computer vision. It was based on the Torch library.

Modeling 111

Modeling Deep Learning Machine Learning Statistics 111

CIO Business Intelligence

AUGUST 11, 2023

Here are three examples of how organizations are putting the technology to work: Edmunds drives traffic with GPT: The online resource for automotive inventory and information has created a ChatGPT plugin that exposes its unstructured data — vehicle reviews, ratings, editorials — to the generative AI. NLTK is offered under the Apache 2.0

Unstructured Data 142

Unstructured Data Machine Learning Data Science Data mining 142

CIO Business Intelligence

OCTOBER 26, 2023

The solution could range from demystifying deeply technical concepts, providing hands-on training, and making learning resources and libraries widely available, to enlisting power users as internal champions. They may have the best troubleshooting resources and can speak authoritatively to responsible use.

Technology 142

Technology IT Data-driven Interactive 142

AWS Big Data

JANUARY 15, 2025

Internally, making data accessible and fostering cross-departmental processing through advanced analytics and data science enhances information use and decision-making, leading to better resource allocation, reduced bottlenecks, and improved operational performance.

IoT 111

IoT Machine Learning Metadata Data-driven 111

CIO Business Intelligence

APRIL 12, 2024

Average salary: $170,939 Torch Torch is a scientific computing framework, scripting language, and open-source machine learning library based on the Lua programming language — and it’s often used to build and train deep neural networks. It is used to execute and improve machine learning tasks such as NLP, computer vision, and deep learning.

Deep Learning 125

Deep Learning IT Machine Learning IoT 125

CIO Business Intelligence

MARCH 15, 2023

Most commercial enterprise software products and nearly all open-source ones depend upon numerous software packages and libraries. Many of these libraries are themselves open-source and depend upon other libraries in a complex network of opaque interdependencies.

Digital Transformation 127

Digital Transformation Risk Risk Management Strategy 127

CIO Business Intelligence

SEPTEMBER 29, 2024

another small business user.

Enterprise 115

Enterprise Data-driven Reporting Data Science 115

AWS Big Data

JULY 6, 2023

We also increase the memory allocated to the Lambda function to 2048 MB, which is needed by the netcdf4 library for extracting several points at a time from satellite data. This Lambda function depends on the pandas and netcdf4 libraries. The pandas library is provided as an AWS managed layer.

Machine Learning 145

Machine Learning Visualization IoT Digital Transformation 145

CIO Business Intelligence

DECEMBER 11, 2024

That makes them a better fit for deployment in resource-constrained environments. It requires open source AI to share not just the source code and supporting libraries, but also the model parameters, and a full description of the models training data, its provenance, scope, characteristics, and labeling procedures.

Cost-Benefit 115

Cost-Benefit Modeling Marketing Sales 115

O'Reilly on Data

SEPTEMBER 19, 2023

But in its early form of a Hadoop-based ML library, Mahout still required data scientists to write in Java. You can download these models to use out of the box, or employ minimal compute resources to fine-tune them for your particular task. They’d grown tired of learning what is; now they wanted to know what’s next.

Machine Learning 336

Machine Learning Testing Modeling Cost-Benefit 336

Domino Data Lab

JANUARY 11, 2021

The creator of the Caret library in R (“short for C lassification A nd RE gression T raining”) was a software engineer named Max Kuhnwho sought to improve the situation by creating a more efficient, “streamlined” process for developing models. It includes everything discussed above, as well as a few other examples and resources.

Modeling 145

Modeling Metrics Data Science Testing 145

Domino Data Lab

MARCH 11, 2021

It is a versatile and powerful machine learning tool with comprehensive library of extensive and flexible functions, and allows you to build classification models, regression models, neural networks, and most other types of machine learning models. It is integrated with Python and compatible with popular libraries like Numba and Cython.

Machine Learning 143

Machine Learning Deep Learning Insurance Modeling 143