DeepCamera
autogluon
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DeepCamera | autogluon | |
---|---|---|
9 | 8 | |
1,702 | 7,050 | |
2.1% | 2.7% | |
2.3 | 9.6 | |
8 months ago | 5 days ago | |
JavaScript | Python | |
MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
DeepCamera
- Open-Source AI Camera
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Upgrade any camera/cctv to AI based intruder detection without monthly fee
Repo Link: https://github.com/SharpAI/DeepCamera
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Yolov7 Person recognition(REID) with Python
SharpAI yolov7_reid is an open source python application leverages AI technologies to detect intruder with traditional surveillance camera. Source code is hosted on github
- DeepCamera: Local inference engine, Home Assistant intrusion detection AI camera
- SharpAI Open Source intruder detection w Home-Assistant supports local deployment now
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New smart home project. Customer development stage.
For smart home, the best solution from open source community is Home-Assistant, 99% of home-assistant installation has camera integration. We open-sourced AI based intrusion detection with camera and integration with home-assistant: https://github.com/SharpAI/DeepCamera
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SharpAI open source camera based intrusion detection w/ Home-Assistant
7. How to deploy your own API server from source code
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SharpAI open source camera based intrusion detection w/ Home-Assistant integration
0. Register and Install sharpai-cli https://github.com/SharpAI/DeepCamera
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Private Home Security and AI
Shinobi + DeepCamera?
autogluon
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pip install remyxai - easiest way to create custom vision models
This seems not very convincing. There are other popular frameworks that provide AutoML with existing datasets (eg https://github.com/autogluon/autogluon)
- autogluon: NEW Data - star count:5070.0
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[D] Where is AutoML for NNs?
https://github.com/awslabs/autogluon works well for image/text/tabular data
- k-fold bagging in Autogluon - Tabular
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What will the data science job market be like in 5 years?
Some AutoML is getting pretty good, AutoGluon is very solid for tabular data. That being said you still need to have your data in tabular format and deployment still requires some effort.
What are some alternatives?
frigate - NVR with realtime local object detection for IP cameras
FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
DeepStack - The World's Leading Cross Platform AI Engine for Edge Devices
autokeras - AutoML library for deep learning
insightface - State-of-the-art 2D and 3D Face Analysis Project
auto-sklearn - Automated Machine Learning with scikit-learn
deface - Video anonymization by face detection
nni - An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
facenet - Face recognition using Tensorflow
imbalanced-regression - [ICML 2021, Long Talk] Delving into Deep Imbalanced Regression
ailia-models - The collection of pre-trained, state-of-the-art AI models for ailia SDK
tabnet - PyTorch implementation of TabNet paper : https://arxiv.org/pdf/1908.07442.pdf