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Augmentor API

4.4

Open-source Python library for data augmentation (random crops, flips, rotations). Used in image classification tasks.

SageMaker Augmentation Jobs

4.4

Amazon SageMaker feature that runs data augmentation pipelines (e.g. image transformations, synth data). Part of AWS ML workflow.

Dgraph

4.4

Open-source, distributed graph database with GraphQL interface. Used for knowledge graphs and real-time analytics.

PaddlePaddle (Baidu)

4.4

Open-source deep learning framework from Baidu, powering object detection, NLP, recommendation systems, and more.

Paperspace Gradient

4.4

Managed ML environment in the cloud with GPU/TPU for training. Includes data labeling support, object detection templates, etc.

Seldon

4.4

Open-source model deployment and monitoring framework for Kubernetes. Integrates with autoML pipelines, explanation techniques, etc.

Unity Technologies

4.4

Creator of Unity Engine. Offers ML-Agents Toolkit for reinforcement learning in 3D environments and game training simulations.

Timescale

4.4

Time-series SQL database built on PostgreSQL. Often used with anomaly detection and ML time series forecasting frameworks.

Diffgram

4.4

Open-source training data platform for labeling images, video, text. Offers data augmentation hooks and MLOps integration.

Botpress

4.3

Open-source conversational AI platform designed for developers. Allows building advanced, on-prem chatbots with full data ownership.