Name: DagsHub
Price: 49 USD
Author: DAGsHub

Help Desk

Web and Video Conferencing

Customer Support

Chatbot

Feature Management

Performance Testing

Development

Business Intelligence (BI)

Calibration Management

Collaboration

Embedded Business Intelligence (BI)

Enterprise Search

Enterprise

Accounting

Accounting and Tax Services

Financial Risk Management

Payment Gateway

Finance and Accounting

Applicant Tracking

Corporate Learning Management

Course Authoring

Employee Performance Management

HR Management

On-Demand Payment

Payroll

Relocation

Resume Parsing

Talent Intelligence

Talent Management

Video Interview

Workforce Analytics

Workforce Management

Human Resources

3D Printing

Cloud Migration

Cloud Storage

Component Content Management

Configuration Management

Database DevOps

Disk Cloning

Fraud Detection

IT Professional Services

Integration Platform as a Service (iPaaS)

Interoperability

Metadata Management

Network Performance Monitoring

Product Implementation Services

Remote Desktop

Remote Monitoring and Management

Secure Email Gateway

Server Virtualization

Test Management

User Virtualization

Information Technology

A/B Testing

Ad Serving & Retargeting

All-in-One Marketing

Content Management

Email Marketing

Enterprise Marketing Management

Event Management

Marketing Automation

Social Media Management

Survey & Forms Building

Web Analytics

Wholesale Marketplace

Marketing

Project Management

Professional Services

Customer Relationship Management (CRM)

Lead Generation

Sales Enablement

Sales Training

Sales

Secure Service Edge (SSE)

Security

Car Rental

Construction Takeoff and Estimating

Direct Secure Messaging

Home Health Care

Insurance Agency Management

Intelligent Document Processing

Medical Office EMR & EHR

Population Health Management

Vertical-Specific

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DagsHub is a platform that, according to the vendor, aims to enhance collaboration and streamline workflows for AI teams. It serves as a centralized solution for organizing code, data, experiments, and models, making it potentially useful for data scientists, machine learning engineers, AI researchers, data engineers, and software developers. DagsHub claims to cater to businesses of various sizes, from small startups to large enterprises, providing them with tools to potentially improve their model building and data project management processes.

## Key Features

**Effective Collaboration**: DagsHub claims to offer the ability to organize an entire project under one platform, including code, data, models, pipelines, experiments, and annotations. The vendor claims that users can comment on various project components and easily share them with team members or the community.

**Reproducibility made possible**: According to the vendor, DagsHub provides version control for all project components, including data versions, experiments, and project history. The vendor claims that users can easily fetch all the necessary code, artifacts, and configuration to reproduce a result with a single command.

**Compare and Diff any experiment and file**: DagsHub claims to allow users to compare and diff different components used by data scientists, such as Jupyter notebooks, table versions, annotations, metadata, and even MRI images. The vendor states that users can push data to DagsHub Storage to enable comparison and diff functionality.

**Integrated Stack**: DagsHub claims to offer an integrated workflow that adds structure and connectivity to different project pieces. The vendor states that DagsHub seamlessly integrates with popular open-source tools and formats, including DVC, MLflow, Label Studio, and Jenkins.

**Use battle-tested, open tools**: According to the vendor, DagsHub integrates with standard, popular, and open-source tools with open APIs, potentially allowing for customization and avoiding vendor lock-in. The vendor claims that DagsHub supports tools commonly used by data science and machine learning professionals worldwide.

**You are in command**: DagsHub claims to provide users with full control over critical assets and the tech stack. The vendor states that DagsHub is fully modular, allowing users to mix and match the tools they need.

**Create a single source of truth for your project**: DagsHub aims to centralize all project components, including code, data, experiments, and models, in one place. According to the vendor, this can help build a comprehensive knowledge base for the team and future reference.

**Supports data science tools & frameworks you already use**: DagsHub claims to support a wide range of data science tools and frameworks, enabling seamless integration with existing workflows. The vendor states that DagsHub is fully portable and extensible due to its use of open-source protocols.

**DagsHub uses open source protocols, so it's fully portable and extensible**: According to the vendor, DagsHub is built on open-source protocols, potentially making it easy to adapt and extend as needed. The vendor claims that this approach can help users avoid vendor lock-in and maintain control over their data and projects.

Basic

Microsoft Teams combines video conferencing software with team collaboration tools. The communications platform allows MS Office users to conduct conference calls and share files via SharePoint, and join or initiate a group chat.

Free

Microsoft Teams Essentials

Microsoft 365 Business Basic

Microsoft 365 Business Standard

Microsoft Teams Enterprise

Miro provides a visual workspace for innovation, where distributed teams can build the future together. Miro counts more than 90 million users, who improve product development, speed up time to market, and ensure that new products deliver on customer needs.

1. Free   - To discover what Miro can do. Always free

2. Starter - Unlimited and private boards with essential features

4. Enterprise   -  For work across the entire organization, with support, security and control, to scale

3. Business  - Scales collaboration with advanced features and security

Miro

DagsHub

Collaboration platforms applications are software tools that adds broad social networking capabilities to work processes. Collaboration tools differ from community platforms in that they are focused on making internal teams more productive by enabling document sharing, workflow, social collaboration, etc.

DAGsHub

Project management software provides capabilities to streamline management of complex projects through task management, team collaboration and workflow automation

Task Management

This includes the ability to plan, track, collaborate and report on tasks.

Gantt Charts

Gantt charts are charts that show tasks or events along the y-axis displayed against time along the x-axis.

Scheduling

Scheduling capabilities allow users to set schedules on tasks, and create timelines and milestones.

Workflow Automation

Workflow automation is the ability to route work requests along an approval process automatically.

Mobile Access

Mobile access is the ability to access the software from a smartphone or tablet.

File tracking

Tracks the location of a file, as well as who has opened or changed it and when.

Tagging

Users can organize related materials such as files, discussions, and tasks by attaching metadata tags.

Search

Users can search for related materials across files, discussions threads, schedules, etc. using project keywords or tags.

Integrates with other Project Management Tools

Collaboration tool integrates with other project management software

Visual planning tools

Includes visual tools such as pinboards, mind-maps, or charts for collaborative brainstorming and/or workflow planning.

Communication

Features that allow team members to communicate about collaborative projects and keep each other informed of their opinions and progress.

Chat

Instant messaging tool allows users to communicate with select other users in real-time threads.

Status updates and activity feed

Users can view and post to a running record of current activities and statuses, akin to major social media platforms.

Notifications

Users can follow other users and/or join specific projects, electing to receive notifications when there are changes and updates.

Comments and feedback

Users can respond to activities and projects by posting comments to the item. This may also include the capability to “like” or vote on items.

Discussions

Users can join groups or message boards for forum-style collaboration.

User directory and online status

Users can see a catalog of the other users in their network, including whether those collaborators are online.

Sharing and privacy

Users can share links and documents with their networks via chat, status updates, or discussions, but sharing of sensitive material and/or sharing outside the network is appropriately restricted.

Surveys

Users can create and participate in surveys to get input from other collaborators.

Internal knowledgebase

Users can author or access “How-to” help and reference tips about internal processes.

Integrates with Skype

Integrates with Skype for video conferencing.

Integrates with GoToMeeting

Integrates with GoToMeeting for web conferencing.

Integrates with Gmail and Google Hangouts

Integrates with Gmail and Google Hangouts.

Integrates with Outlook

Integrates with Microsoft Outlook to tie in email threads.

File Sharing & Management

Features that allow collaborators to view, work on, and organize files.

Versioning

Users can access the most up-to-date version of a document, track changes, and revert to older versions if needed.

Document files

Supports document file types, such as .doc, .docx, PDF, and plain text among others.

Image files

Supports image file types, such as .png and .jpeg

Video files

Audio files

Supports audio file types, such as .mp3, .mp4, and .wav

Document collaboration

Users can edit files and attach comments to files.

Shared folders

Users can create shared folders and invite other users or groups to collaborate by accessing or uploading files.

Access control

Users can control access to (shared) files, including different levels of access such as view-only or permission to edit.

Advanced security features

Includes advanced security features such as file encryption or remote data wipe.

Integrates with Google Drive

Integrates with Google's cloud storage platform, Google Drive.

Integrates with SharePoint

Device sync

Device syncing that updates files connected to the cloud, keeping all files up to date regardless of where they are edited or viewed.

Web interface

A web interface, so that users can access files without installing anything.

File change notifications

Users receive notifications when files are changed by others.

Simultaneous editing

Multiple users (with editing access) can edit a file simultaneously.

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DagsHub

Overview

What is DagsHub?