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DeepDetect
What it is
DeepDetect is an open-source deep-learning REST API server and web platform for training and managing models. It supports application areas including image tagging, object detection, segmentation, OCR, audio, video, text classification, CSV tabular data, and time-series. Training resources include Jupyter notebooks, dataset validation, hyperparameter presets, and distributed training across one or more GPUs. The platform advertises more than 50 pre-trained models for transfer training. Models can be exported for cloud, desktop, and embedded devices, while the server runs on CPU or GPU. It accepts and returns JSON, supports Mustache output templates, and lists Elasticsearch as an example sink application. Ready-to-use API samples cover Shell, Python, and JavaScript. Listed backends are PyTorch and TensorRT, with TensorRT optimization for NVIDIA GPU inference. Docker installation and an Ubuntu 24.04 LTS source build are documented. Plans include Open Source at no cost, Amazon AWS priced on request, and Enterprise with no listed price.
For and against
For
- Supports image, text, audio, video, and tabular workloads
- Provides distributed training across one or more GPUs
- Advertises 50+ pre-trained transfer-learning models
- Offers Shell, Python, and JavaScript API samples
- Includes a free Open Source plan
Against
- Other operating systems or builds require contacting the maker
- Amazon AWS plan is pay as you scale
- Open Source plan includes no GPU
The verdict
DeepDetect combines model training, API serving, and deployment options across many data types. Its free self-hosted plan and documented developer resources make it a practical starting point, while other builds may require maker assistance.
Who it suits
DeepDetect suits developers and organizations building or deploying machine-learning models through APIs, self-hosting, or web tools. Its listed use cases and deployment options also fit teams working with varied data types and target devices.
Plans and prices
Open Source
Single machine · CPU or GPU · No GPU included
Read 4 Oct 2026 · deepdetect.com
Amazon AWS
AWS · CPU and GPU instances · Pay as you scale · Email support
Read 4 Oct 2026 · deepdetect.com
Enterprise
Cloud or premises · User authentication · Email and phone support
Read 4 Oct 2026 · deepdetect.com
On the record
- Backends
- The server page lists PyTorch and TensorRT backends and says TensorRT can optimize NVIDIA GPU inference.deepdetect.com · read 4 Oct 2026
- Data inputs
- The server page lists CSV preprocessing, image augmentation, audio spectrograms, and bag-of-words or character-based text inputs.deepdetect.com · read 4 Oct 2026
- Deployment
- The maker says models can be exported for cloud, desktop, and embedded devices, and the server runs on CPU or GPU.deepdetect.com · read 4 Oct 2026
- Developer samples
- The platform provides ready-to-use API code samples for Shell, Python, and JavaScript.deepdetect.com · read 4 Oct 2026
- Enterprise offering
- The Enterprise plan lists industry add-ons for cybersecurity, medical imaging, and satellite imaging, plus private datasets and accelerated annotation tooling.deepdetect.com · read 4 Oct 2026
- Installation
- The server quickstart offers Docker installation and a source build for Ubuntu 24.04 LTS, and directs users needing another build, operating system, or platform to contact the maker.deepdetect.com · read 4 Oct 2026
- Integration
- The server accepts and returns JSON and supports Mustache output templates, with Elasticsearch given as an example sink application.deepdetect.com · read 4 Oct 2026
- Pretrained models
- The platform page advertises 50+ pre-trained models for transfer training.deepdetect.com · read 4 Oct 2026
- Product
- DeepDetect is an open-source deep-learning REST API server and web platform for training and managing models.deepdetect.com · read 4 Oct 2026
- Security
- The plans page lists user authentication and strong encryption protecting business data among its protection features.deepdetect.com · read 4 Oct 2026
- Support
- The plans page lists email support for Amazon AWS and email and phone support for Enterprise.deepdetect.com · read 4 Oct 2026
- Training
- The platform provides Jupyter notebooks, dataset validation, hyperparameter presets, and distributed training across one or more GPUs.deepdetect.com · read 4 Oct 2026
- Use cases
- The maker lists image tagging, object detection, segmentation, OCR, audio, video, text classification, CSV tabular data, and time-series among its supported application areas.deepdetect.com · read 4 Oct 2026
