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Edge Impulse Pros and Cons: Top 5 Advantages and Disadvantages

Quick AI Summary Based on G2 Reviews

Generated from real user reviews

Users value the versatile deployment options of Edge Impulse, ensuring efficient model utilization across various edge devices. (2 mentions)
Users find Edge Impulse's ease of use beneficial, especially for importing and scaling data seamlessly. (2 mentions)
Users value the data augmentation and preprocessing tools for enhancing training data quality and improving model performance. (1 mentions)
Users value the flexibility of Edge Impulse, allowing efficient model deployment across various hardware devices. (1 mentions)
Users value the user-friendly machine learning capabilities of Edge Impulse, enabling easy application on various edge devices. (1 mentions)
Users express a need for offline documentation for Edge Impulse, which can be essential in internet-restricted environments. (1 mentions)
Users feel there is a lack of tools for custom embedded devices, limiting broader experimentation and development potential. (1 mentions)
Users find the limited customization options frustrating, especially for complex or specialized machine learning models. (1 mentions)
Users feel that the support for custom embedded devices is lacking, limiting their ability to fully test the product. (1 mentions)
Users find the model limitations restrict their ability to create complex, specialized models suited for advanced needs. (1 mentions)

5 Pros or Advantages of Edge Impulse

5 Cons or Disadvantages of Edge Impulse

Edge Impulse Reviews (11)

Reviews

Edge Impulse Reviews (11)

4.5
11 reviews
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GC
Georgian C.
Small-Business (50 or fewer emp.)
"Using Edge as a fairly new user"
5/5
What do you like best about Edge Impulse?

The platform offers various deployment options, including exporting models to different formats that are optimized for specific edge devices. This flexibility ensures that your models can be efficiently utilized across your target hardware. Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

The platform might feel somewhat limited in terms of building very complex or specialized models. Users with advanced machine learning needs might desire more extensive customization options or support for more advanced model architectures. Review collected by and hosted on G2.com.

AG
Alex G.
Small-Business (50 or fewer emp.)
"Empowering Edge AI Innovation: A Comprehensive Edge Impulse Review"
5/5
What do you like best about Edge Impulse?

The platform provides a range of data augmentation and preprocessing tools that help enhance the quality of your training data. These features can be particularly beneficial when dealing with limited datasets, as they contribute to better model performance and generalization. Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

Although Edge Impulse provides a wealth of documentation and resources, some users might find it helpful to have offline documentation available for situations when they're working in environments with limited internet access. Review collected by and hosted on G2.com.

Alexandru-Georgian C.
AC
Alexandru-Georgian C.
Project Coordinator
Small-Business (50 or fewer emp.)
"Using Edge daily"
5/5
What do you like best about Edge Impulse?

appreciate Edge Impulse for its user-friendly interface, machine learning capabilities tailored for edge devices, and its support for developing and deploying AI models for various applications Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

There are some limitations in terms of certain advanced customization options, compatibility with specific hardware, or the learning curve for those who are new to machine learning and IoT technologies. Review collected by and hosted on G2.com.

Jon V.
JV
Jon V.
Small-Business (50 or fewer emp.)
"A User Friendly and Powerful Machine Learning Solution"
5/5
What do you like best about Edge Impulse?

I enjoy how easy it is to import and scale data. Overall, Edge Impulse is a platform. It could be simplified for everyday users and offer more options for diverse applications of knowledge. Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

Whenever you retrain the model, there are changes in the calculated accuracy results. This makes it difficult to rely on Edge Impulse's classification accuracy consistently. Review collected by and hosted on G2.com.

Gianfranco S.
GS
Gianfranco S.
Business Analyst
Small-Business (50 or fewer emp.)
"Edge Impulse for air quality alerting"
4/5
What do you like best about Edge Impulse?

The look and feel and the ease of use. I like the simple and logical way the workflow is organised. Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

Minimal data import and data scaling abilities. One big problem I had was the time scaling, which is restricted to milliseconds - this is not helpful when importing data from many time series databases Review collected by and hosted on G2.com.

Sonali G.
SG
Sonali G.
Cloud AI intern
Small-Business (50 or fewer emp.)
"Edge Impulse Review"
4/5
What do you like best about Edge Impulse?

Edge impulse is one of the emerging platforms for embedded ML and is free for developers. Without specialised hardware like Arduino or raspberry pi, many real-time and time-consuming machine learning problems can be solved quickly. The best thing about this is you can use your mobile phone, computer or a supported development board. The data collection is super easy, and the dashboards help you manage your data. For example- you can view your previous data, projects and devices you used to connect etc. Very easy to use, just scan the QR code and the device gets connected via a link. Like any ML model, train and test data sets need to be created and you can create various labels for your reference. You can add filters to improve your results or for the desired conversion or input. It's straightforward; even if you are a beginner, just add the recommended filters, and they work great. Drag and drop approach solves most of the coding approach. There aren't many open source GUI-based approaches such as this one. Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

Not much really. It reduces the coding approach, which might be a habit for developers over time. But everyone is looking for GUI models these days, so might be helpful. On the other hand, it can be difficult for anyone looking for control of every single parameter and full customisation to the details of the approach. Review collected by and hosted on G2.com.

Swati M.
SM
Swati M.
Senior Human Resources Manager
Enterprise (> 1000 emp.)
"Edge Impulse Overview for it's users"
4/5
What do you like best about Edge Impulse?

It is a Machine learning based platform for businesses to enhance their experience on different embedded devices for audio-video visuals, sensors on a large scale. Through it's help, all the engineers or developers can solve the problems using Machine learning leading to the solution time to be very quick. Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

The platform in itself is good enough to use but it can be simplified and made easy to understood by common people also in terms of general analytics rather than just the developers or coders Review collected by and hosted on G2.com.

Sagar A.
SA
Sagar A.
Design Engineer
Enterprise (> 1000 emp.)
"Edge Impulse is a user friendly and an interactive software, which can be used and access easily."
4.5/5
What do you like best about Edge Impulse?

The user interface which lets a new user to interact and use the platform with confidence without hiding anything from user is one of the best things I like about the Edge Impulse Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

The interface on the mobile is needs to get improved compared to desktop view. Also the solution section could have more options to access variety and user can apply the knowledge with diversification. Review collected by and hosted on G2.com.

Mario V.
MV
Mario V.
Chief Technology Officer
Small-Business (50 or fewer emp.)
"Quick, almost instantaneous results. Refinement can be tricky"
4/5
What do you like best about Edge Impulse?

Having a simple and consistent interface to build AI micro systems, with superb control over dataset collection, experiments, deployment (this is the secret sauce of this system, IMHO) Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

Not so detailed in giving information over NN structure, it would be nice to explore the overall implementation with some more details about "insiders" topics. ARM output in 32bits is someway hard to port to non-mainstream toolchains, like often happens in embedded devices. Review collected by and hosted on G2.com.

Verified User in Computer Software
UC
Verified User in Computer Software
Enterprise (> 1000 emp.)
Originally submitted 9/20/2022
"GUI based tool for Edge machine learning"
4.5/5
What do you like best about Edge Impulse?

Edge impulse makes machine learning possible for Edge devices using an easy Graphical User Based interface. It supports a wide range of devices such as Rasberry Pie, Mobile phones etc. Review collected by and hosted on G2.com.

What do you dislike about Edge Impulse?

Support for custom embedded devices could be enhanced. The company could provide a few more features in the developer Edition so that more and more people can try it. Review collected by and hosted on G2.com.