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Average Ratings 0 Ratings

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ease
features
design
support

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Write a Review

Description

Daft is an advanced framework designed for ETL, analytics, and machine learning/artificial intelligence at scale, providing an intuitive Python dataframe API that surpasses Spark in both performance and user-friendliness. It integrates seamlessly with your ML/AI infrastructure through efficient zero-copy connections to essential Python libraries like Pytorch and Ray, and it enables the allocation of GPUs for model execution. Operating on a lightweight multithreaded backend, Daft starts by running locally, but when the capabilities of your machine are exceeded, it effortlessly transitions to an out-of-core setup on a distributed cluster. Additionally, Daft supports User-Defined Functions (UDFs) in columns, enabling the execution of intricate expressions and operations on Python objects with the necessary flexibility for advanced ML/AI tasks. Its ability to scale and adapt makes it a versatile choice for data processing and analysis in various environments.

Description

Data science projects achieve success when data scientists possess the ability to independently create, enhance, and manage comprehensive workflows while prioritizing their data science tasks over engineering concerns. By utilizing Metaflow alongside popular data science libraries like TensorFlow or SciKit Learn, you can write your models in straightforward Python syntax without needing to learn much that is new. Additionally, Metaflow supports the R programming language, broadening its usability. This tool aids in designing workflows, scaling them effectively, and deploying them into production environments. It automatically versions and tracks all experiments and data, facilitating easy inspection of results within notebooks. With tutorials included, newcomers can quickly familiarize themselves with the platform. You even have the option to duplicate all tutorials right into your current directory using the Metaflow command line interface, making it a seamless process to get started and explore further. As a result, Metaflow not only simplifies complex tasks but also empowers data scientists to focus on impactful analyses.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Amazon Web Services (AWS)
Apache Arrow
Apache Iceberg
Apache Spark
Comet LLM
Databricks
Delta Lake
Google Cloud Platform
JSON
Microsoft Azure
Outerbounds
PyTorch
Python
Rust
Superwise
Unity Catalog
pandas

Integrations

Amazon Web Services (AWS)
Apache Arrow
Apache Iceberg
Apache Spark
Comet LLM
Databricks
Delta Lake
Google Cloud Platform
JSON
Microsoft Azure
Outerbounds
PyTorch
Python
Rust
Superwise
Unity Catalog
pandas

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Daft

Country

United States

Website

www.getdaft.io

Vendor Details

Company Name

Netflix

Country

United States

Website

metaflow.org

Product Features

Data Science

Access Control
Advanced Modeling
Audit Logs
Data Discovery
Data Ingestion
Data Preparation
Data Visualization
Model Deployment
Reports

Product Features

Data Science

Access Control
Advanced Modeling
Audit Logs
Data Discovery
Data Ingestion
Data Preparation
Data Visualization
Model Deployment
Reports

Alternatives

Alternatives

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