Software Alternatives, Accelerators & Startups

ioBroker VS Activeloop

Compare ioBroker VS Activeloop and see what are their differences

Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

ioBroker logo ioBroker

flexible and modular application for the IoT and Smarthome

Activeloop logo Activeloop

Data lake for machine and deep learning. The fastest dataset management tool for computer vision.
  • ioBroker Landing page
    Landing page //
    2022-07-22

More than 500 different modules(adapters) that can be interconnected with each other. E.g. Homematic or KNX can control HUE or sonos and vice versa.

  • Activeloop Landing page
    Landing page //
    2021-09-20

About

Activeloop provides an optimized format for unstructured data, so users can stream their machine learning datasets while training ML models in PyTorch and TensorFlow. Activeloop acts as a data lake for deep learning on unstructured data and offers in-browser dataset visualization, querying, and version control. On top of those features, Activeloop integrates with experimentation and labeling tools to allow rapid iteration on computer vision datasets.

Activeloop supports the following use cases:

Machine Learning teams can apply Activeloop's data infrastructure to ship their models fast in the following use cases:

  1. AgriTech
  2. Audio processing
  3. Autonomous Vehicles & Robotics
  4. Biomedical and Healthcare ML
  5. Multimedia: Image enhancement, video enhancement, face detection, sports analytics, or machine learning for AR/VR
  6. Safety & Security: surveillance machine learning with biometrics, facial recognition, or crowd counting

ioBroker

Pricing URL
-
$ Details
free
Platforms
Linux Windows Mac OSX REST API JavaScript
Release Date
2015 October

Activeloop

$ Details
$450.0 / Monthly (Growth Plan for up to 10 users)
Platforms
AWS GCP Python
Release Date
2019 July

ioBroker features and specs

  • Open Source
    ioBroker is an open-source platform, which means it is free to use and continuously improved by a community of developers. This allows for transparency and flexibility in the usage and modification of the software.
  • Modular Architecture
    The platform supports a modular approach through adapters, which makes it highly extensible and allows users to add functionality as needed without bloating the system.
  • Cross-Platform Support
    ioBroker can run on various operating systems, including Linux, Windows, macOS, and even on lightweight devices like Raspberry Pi, making it highly versatile.
  • Wide Range of Adapters
    It supports a wide variety of adapters for different devices and services, enabling users to integrate numerous smart home products and protocols seamlessly.
  • User-Friendly Interface
    ioBroker offers an intuitive and user-friendly web interface, making it accessible for users with varying levels of technical expertise.
  • Automation Flexibility
    The platform supports powerful automation capabilities, allowing users to create complex automation rules and scenarios tailored to their needs.

Activeloop features and specs

No features have been listed yet.

Analysis of ioBroker

Overall verdict

  • Yes, ioBroker is a good choice for those looking to create a cohesive smart home environment with diverse device compatibility and flexibility. Its open-source nature allows for extensive customization, though it might require some technical know-how to set up and maintain.

Why this product is good

  • ioBroker is a popular open-source platform for integrating various smart home devices and systems. It supports a wide range of devices and services through adapters, making it highly versatile and customizable. Its web-based interface is user-friendly, and it allows developers to create custom scripts and dashboards. The community support is robust, offering numerous forums and resources for help and extension possibilities.

Recommended for

    ioBroker is recommended for tech-savvy users who are comfortable with DIY configurations and those looking for a cost-effective solution to integrate various smart home devices. It's also suitable for developers interested in extending its capabilities through custom scripts and adapters.

Analysis of Activeloop

Overall verdict

  • Activeloop is a solid choice for teams working with large-scale AI/ML datasets, particularly those involving unstructured data like images, video, and audio, offering a specialized data infrastructure (Deep Lake) that streamlines dataset versioning, storage, and streaming for machine learning workflows.

Why this product is good

  • Deep Lake format enables efficient storage and streaming of large unstructured datasets directly to ML training pipelines without full downloads
  • Built-in version control for datasets, similar to Git, making it easier to track changes and collaborate on data
  • Native integrations with popular ML frameworks like PyTorch and TensorFlow, plus support for vector search and LLM-based applications
  • Cloud-agnostic storage options allowing flexibility across AWS, GCP, and other providers
  • Strong focus on performance optimization for data loading, reducing bottlenecks in training large models
  • Growing ecosystem with support for multimodal data types, useful for computer vision and generative AI projects

Recommended for

  • ML engineers and data scientists working with large-scale image, video, or audio datasets
  • Teams building computer vision or multimodal AI applications
  • Organizations needing dataset version control integrated into their ML pipeline
  • Developers building retrieval-augmented generation (RAG) or LLM applications requiring vector storage
  • Startups and enterprises looking to optimize data loading performance for deep learning training
  • Teams seeking an alternative to traditional data lakes for AI-specific workloads

ioBroker videos

ioBroker: Rock64 Langzeit-Review - Bereue ich den Kauf?

More videos:

  • Review - iObroker Teil1 | Grundlagen/รœbersicht | Review Smart Home Kombination 2019 [GERMAN/DEUTSCH]
  • Review - SMARTE ZENTRALE | ioBroker als kostenlose SmartHome-Automation

Activeloop videos

Activeloop Product Demo Video

Category Popularity

0-100% (relative to ioBroker and Activeloop)
Data Dashboard
100 100%
0% 0
Machine Learning
0 0%
100% 100
Home
100 100%
0% 0
Data Science Tools
0 0%
100% 100

Questions & Answers

As answered by people managing ioBroker and Activeloop.

What makes your product unique?

ioBroker's answer

  • Multi-Host support for Scalability and better connectivity (you can connect many ioBroker hosts together),
  • Comprehensive visualization(Vis, iQontrol, ...),
  • Flexibility (jsonl for simplisity as DB or Redis as high performance DB),
  • ioBroker is highly flexible and customizable...

Why should a person choose your product over its competitors?

ioBroker's answer

  • Compatibility: ioBroker supports a vast range of devices and protocols, making it one of the most versatile smart home automation systems available. It is compatible with many popular brands and can integrate with virtually any smart device, offering a level of flexibility that might not be available with other platforms.

  • Open Source: As an open-source platform, ioBroker is free to use and continuously updated and improved by a community of developers. This allows for greater customization, transparency, and control over your home automation setup.

  • Scalability: ioBroker is designed to handle complex smart home setups. No matter how many devices you have or plan to add in the future, the platform is designed to scale and manage a large and diverse range of devices efficiently.

  • JavaScript and Blockly support: For those comfortable with programming, ioBroker offers the option to write scripts in JavaScript. For users who prefer a graphical interface, Blockly is available. This versatility can be appealing for both beginners and experienced users.

  • Data Logging: ioBroker has extensive data logging capabilities, allowing users to store, analyze, and visualize data from their smart devices over long periods of time. This can be incredibly valuable for monitoring energy usage, tracking trends, and optimizing your smart home setup.

  • Community and Support: ioBroker has a strong and active community of users and developers who can provide assistance, share ideas, and help troubleshoot any issues you may encounter.

How would you describe the primary audience of your product?

ioBroker's answer

Mostly users are german speaking, but all documentation is primary in english.

What's the story behind your product?

ioBroker's answer

ioBroker is an open-source Internet of Things (IoT) platform that was developed with the aim to provide a unified and flexible solution for smart home automation. It's primarily driven by a community of enthusiasts and developers contributing to its ongoing development and expansion.

The project was initiated to overcome the limitations of existing smart home platforms, particularly the inability of many platforms to integrate with a wide variety of devices and brands. ioBroker was designed with a focus on compatibility, scalability, and flexibility, aiming to provide a solution that can integrate a vast array of smart devices, regardless of manufacturer or protocol, and handle complex home automation setups.

While the platform was initially more popular among the tech-savvy due to its need for more technical involvement, over time, efforts have been made to make it more user-friendly and accessible to a wider audience.

As an open-source project, the ongoing development of ioBroker is dependent on the contributions of its community, including software developers and end-users, who continually work on refining the software, expanding its compatibility with different devices, and improving its features.

Which are the primary technologies used for building your product?

ioBroker's answer

JavaScript, Redis, Mqtt, MUI-UI.

User comments

Share your experience with using ioBroker and Activeloop. For example, how are they different and which one is better?
Log in or Post with

Reviews

These are some of the external sources and on-site user reviews we've used to compare ioBroker and Activeloop

ioBroker Reviews

16 Open Source Home Automation Platforms To Use In 2020
ioBroker appeared on the open source home automation spectrum at the beginning of 2017, but it went on to become one of the fastest growing communities in the game. With more than 21,000 users happy to chime in, ioBroker is a strong proposition that offers a total of around 300 integrations. That's great considering that the software is completely free to use. Why not give...
Source: ubidots.com

Activeloop Reviews

We have no reviews of Activeloop yet.
Be the first one to post

Social recommendations and mentions

Based on our record, Activeloop seems to be more popular. It has been mentiond 4 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

ioBroker mentions (0)

We have not tracked any mentions of ioBroker yet. Tracking of ioBroker recommendations started around Mar 2021.

Activeloop mentions (4)

  • [P] I built a Chatbot to talk with any Github Repo. ๐Ÿช„
    This repository contains two Python scripts that demonstrate how to create a chatbot using Streamlit, OpenAI GPT-3.5-turbo, and Activeloop's Deep Lake. The chatbot searches a dataset stored in Deep Lake to find relevant information and generates responses based on the user's input. Source: about 3 years ago
  • [D] NLP has HuggingFace, what does Computer Vision have?
    u/Remote_Cancel_7977 we just launched 100+ computer vision datasets via Activeloop Hub yesterday on r/ML (#1 post for the day!). Note: we do not intend to compete with HuggingFace (we're building the database for AI). Accessing computer vision datasets via Hub is much faster than via HuggingFace though, according to some third-party benchmarks. :). Source: about 4 years ago
  • [P] Database for AI: Visualize, version-control & explore image, video and audio datasets
    Hub, our open-source package, lets you stream datasets while training to PyTorch/TensorFlow. Check out how we achieved 95% GPU utilization while training on ImageNet at 50% less cost. We're building the Database for AI, with everything it should contain. If there's an adjacent feature that would make it more useful for your workflow, do let us know! Source: over 4 years ago
  • [P] Database for AI: Visualize, version-control & explore image, video and audio datasets
    I'm Davit from Activeloop (activeloop.ai). Source: over 4 years ago

What are some alternatives?

When comparing ioBroker and Activeloop, you can also consider the following products

openHAB - "empowering the smart home" - vendor and technology agnostic open source home automation

Iterative.ai - Iterative removes friction from managing datasets and ML models and introduces seamless data scientists collaboration.

Home-Assistant.io - Home Assistant is an open-source home automation platform running on Python 3.

Pachyderm - Pachyderm is an open source analytics engine that uses Docker containers for distributed computations.

Google Home - Set up, manage, and control your Chromecast, Chromecast Audio and Google Home devices.

Scale - Get human tasks done with just one line of code.