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Description

Data Version Control (DVC) is an open-source system specifically designed for managing version control in data science and machine learning initiatives. It provides a Git-like interface that allows users to systematically organize data, models, and experiments, making it easier to oversee and version various types of files such as images, audio, video, and text. This system helps structure the machine learning modeling process into a reproducible workflow, ensuring consistency in experimentation. DVC's integration with existing software engineering tools is seamless, empowering teams to articulate every facet of their machine learning projects through human-readable metafiles that detail data and model versions, pipelines, and experiments. This methodology promotes adherence to best practices and the use of well-established engineering tools, thus bridging the gap between the realms of data science and software development. By utilizing Git, DVC facilitates the versioning and sharing of complete machine learning projects, encompassing source code, configurations, parameters, metrics, data assets, and processes by committing the DVC metafiles as placeholders. Furthermore, its user-friendly approach encourages collaboration among team members, enhancing productivity and innovation within projects.

Description

Genie Code is an advanced AI tool designed specifically for data teams, providing the capability to analyze, construct, and manage intricate data workflows within the Databricks environment. This intelligent agent autonomously orchestrates and implements multi-step tasks while adjusting to the unique data and governance frameworks of an organization, boasting specialized skills in data engineering, data science, machine learning, and business intelligence. Leveraging the metadata, semantics, and governance of Unity Catalog, Genie Code can pinpoint authoritative tables, metrics, and assets, comprehend dependencies among various data and AI systems, and adhere to established access restrictions. In the realm of data science, it excels in locating and cleansing data, scrutinizing datasets, validating hypotheses, and producing easily shareable reports. For machine learning processes, it handles feature engineering, model training and assessment, deployment, endpoint setup, and fine-tuning performance. Additionally, data engineers can utilize natural language to streamline ETL processes, enhance query performance, and construct Spark Declarative Pipelines, making their workflows more efficient and user-friendly. Overall, Genie Code empowers data teams to work more effectively and innovate rapidly in their data-driven initiatives.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Databricks
Git
SQL
Visual Studio Code

Integrations

Databricks
Git
SQL
Visual Studio Code

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

iterative.ai

Founded

2018

Country

United States

Website

dvc.org

Vendor Details

Company Name

Databricks

Founded

2013

Country

United States

Website

www.databricks.com/product/genie/code

Alternatives

Alternatives

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