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[D][R] Deploying deep models on memory constrained devices
2 projects | /r/MachineLearning | 3 Oct 2023
However, I am looking on this subject through the problem of training/finetuning deep models on the edge devices, being increasingly available thing to do. Looking at tflite, alibaba's MNN, mit-han-lab's tinyengine etc..
What’s New in TensorFlow 2.10?
4 projects | news.ycombinator.com | 6 Sep 2022
There are a ton of mobile deployment options that support PyTorch+TF models. It's hard to argue TFLite is the best.
Engineering Practice for Real-time Feature Store in Decision-Making Machine Learning
2 projects | dev.to | 20 Oct 2023
To meet the technical requirements mentioned above, I introduce OpenMLDB, which is an open-source, cost-effective, and efficient enterprise solution. OpenMLDB is an open-source machine learning database developed by 4Paradigm, primarily designed to build efficient solutions for feature computation scenarios.2 projects | dev.to | 20 Oct 2023
[D] Your Preferred Feature Stores?
8 projects | /r/datascience | 3 Jul 2022
What are some alternatives?
Open3D - Open3D: A Modern Library for 3D Data Processing
tensorflow - An Open Source Machine Learning Framework for Everyone
ML-examples - Arm Machine Learning tutorials and examples
TNN - TNN: developed by Tencent Youtu Lab and Guangying Lab, a uniform deep learning inference framework for mobile、desktop and server. TNN is distinguished by several outstanding features, including its cross-platform capability, high performance, model compression and code pruning. Based on ncnn and Rapidnet, TNN further strengthens the support and performance optimization for mobile devices, and also draws on the advantages of good extensibility and high performance from existed open source efforts. TNN has been deployed in multiple Apps from Tencent, such as Mobile QQ, Weishi, Pitu, etc. Contributions are welcome to work in collaborative with us and make TNN a better framework.
psychec - A compiler frontend for the C programming language
libpmemobj-cpp - C++ bindings & containers for libpmemobj
ncnn - ncnn is a high-performance neural network inference framework optimized for the mobile platform
feathr - Feathr – A scalable, unified data and AI engineering platform for enterprise
feast - Feature Store for Machine Learning
oneflow - OneFlow is a deep learning framework designed to be user-friendly, scalable and efficient.
serving - A flexible, high-performance serving system for machine learning models
featureform - The Virtual Feature Store. Turn your existing data infrastructure into a feature store.