Top 23 Tensorflow Open-Source Projects
An Open Source Machine Learning Framework for EveryoneProject mention: How Do I Start In Building Image Detection Software? | reddit.com/r/learnprogramming | 2021-10-24
Tensorflow, a very popular machine learning library has been in development for over 6 years and has over 3,000 people who have worked on it.
Deep Learning for humansProject mention: structuring larger projects, and good practises | reddit.com/r/learnpython | 2021-10-21
Optimize your datasets for ML. Goodbye, boilerplate code - the fastest dataset optimization and management tool for computer vision.
🤗 Transformers: State-of-the-art Natural Language Processing for Pytorch, TensorFlow, and JAX.Project mention: First model released by BigScience outperforms GPT-3 while being 16x smaller | news.ycombinator.com | 2021-10-18
I don't have exact numbers for latency but the inference widget is currently on a TPU v3-8 (which if I am not mistaken could roughly be compared to a cluster of 8 V100). That gives you a rough idea of the latency for short inputs.
Note that a colleague just reminded me that it is possible on a single (big) GPU with enough CPU to run inference for T5-11B (which is the size we use) with offloading -> https://github.com/huggingface/transformers/issues/9996#issu...
TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)Project mention: Keras vs. TensorFlow | dev.to | 2021-06-06
A linear regression model
Clone a voice in 5 seconds to generate arbitrary speech in real-timeProject mention: Bush Apology for Iraq War | reddit.com/r/SFWdeepfakes | 2021-10-20
Thank you! The audio was generated with the Real-Time Voice Cloning toolbox. It's very easy to use compared to other options, but the results are mixed. You have to finesse it, try different words and phrases when the prosody is messed up.
TensorFlow code and pre-trained models for BERTProject mention: Is huggingface pre-trained models on their site can be used for commercial use? | reddit.com/r/LanguageTechnology | 2021-09-20
But I can see that the LICENSE over on Google's bert repository comes with an Apache License, meaning we can generally use it - and amusingly if you scroll down to the 'date' and 'author', it says:
Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.Project mention: Beginner in Python for Data Science | reddit.com/r/learnpython | 2020-12-27
data science ipython notebooks
Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlowProject mention: Creating a training set for the MaskRCNN | reddit.com/r/deeplearning | 2021-10-25
I am benefiting from this notebook and as it does I “train only the head layers” for 50 epochs. https://github.com/matterport/Mask_RCNN/blob/master/samples/shapes/train_shapes.ipynb
DeepSpeech is an open source embedded (offline, on-device) speech-to-text engine which can run in real time on devices ranging from a Raspberry Pi 4 to high power GPU servers.Project mention: Offline speech to text software | reddit.com/r/AskTechnology | 2021-10-16
Deezer source separation library including pretrained models.Project mention: Cassiopeia: New Audio Splitter Superior to Spleeter and UMX | news.ycombinator.com | 2021-10-23
There's maybe something useful for you here?
Open Source Photos App powered by Go and Google TensorFlow 🌈Project mention: Photoprism rpi4 2GB Ubuntu video issue | reddit.com/r/selfhosted | 2021-10-21
Finally got some caffeine, there we go. Looking at https://github.com/photoprism/photoprism/blob/develop/docker/development/Dockerfile , your docker container is using a baked-in ffmpeg, not the one you just installed on your system.
Visualizer for neural network, deep learning, and machine learning modelsProject mention: Mobile Object Detection - Transfer Learning in Tensorflow.js | reddit.com/r/tensorflow | 2021-08-11
Hey man I was at the same position as you a few days ago. Wanted to start some model with transfer learning but finding it hard to find pretrained weights along with the model architecture. I went the route of using the Netron application (https://github.com/lutzroeder/netron) to visualize the model I wanted to use as base. It reads model files (.TFLite, .JSON (TFJS), and I think a few others too) and shows a graph of all the layers used and all the operations along with their weights.
That's where the problem with your line of thought occurs. I have no relation to that algorithm or its maker(s). It's just a publicly available AI model that a lot of people use.
ncnn is a high-performance neural network inference framework optimized for the mobile platformProject mention: ncnn convert | dev.to | 2021-09-29
ncnn install ncnn
Face recognition using TensorflowProject mention: CompreFace - Free and open-source self-hosted face recognition system from Exadel | reddit.com/r/selfhosted | 2021-05-07
As for me, openface is already outdated - the latest release was in 2016. If you look for a library, the easiest to use is ageitgey/face_recognition. The more accurate libraries are davidsandberg/facenet and deepinsight/insightface.
Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.Project mention: [D] GPU buying recommendation | reddit.com/r/MachineLearning | 2021-07-17
If you just want to run tensorflow or pytorch for a Jupyter notebook, setting the environment shouldn't be difficult. I know that AWS has a marketplace of preconfigured images. However, you can go as advanced as setting up a cluster of gpu-equipped nodes to setup Horovod (https://github.com/horovod/horovod) to do distributed machine learning. Yes, there's a learning curve, but you cannot acquire this skillet any other way.
Cloud-native neural search framework for 𝙖𝙣𝙮 kind of dataProject mention: Open source tools to track github repository stats? | reddit.com/r/opensource | 2021-10-24
I use this tool everyday to track growth for Jina (an open-source neural search framework)
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 200 universities.Project mention: I created a way to learn machine learning through Jupyter | reddit.com/r/learnmachinelearning | 2021-04-30
There are actually some online books and courses built on Jupyter Notebook ([Dive to Deep Learning Book](https://github.com/d2l-ai/d2l-en) for example). However yours is more detail and could really helps beginners.
Machine Learning Toolkit for KubernetesProject mention: Machine Learning Orchestration on Kubernetes using Kubeflow | dev.to | 2021-03-23
If you are looking for bringing agility, improved management with enterprise-grade features such as RBAC, multi-tenancy and isolation, security, auditability, collaboration for the machine learning operations in your organization, Kubeflow is an excellent option. It is stable, mature and curated with best-in-class tools and framework which can be deployed in any Kubernetes distribution. See Kubeflow roadmap here to look into what's coming in the next version.
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.Project mention: Automated Machine Learning (AutoML) - 9 Different Ways with Microsoft AI | dev.to | 2021-10-04
For a complete tutorial, navigate to this Jupyter Notebook: https://github.com/microsoft/nni/blob/master/examples/notebooks/tabular_data_classification_in_AML.ipynb
🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation toolsProject mention: Datasets: A Community Library for Natural Language Processing | news.ycombinator.com | 2021-09-08
Mapping a variable-length sentence to a fixed-length vector using BERT modelProject mention: Needed 100% to pass a safety quiz, need to wait a week to retake | reddit.com/r/mildlyinfuriating | 2021-01-12
You joke but
Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.Project mention: Rainbow Library | reddit.com/r/reinforcementlearning | 2021-06-10
What are some of the best open-source Tensorflow projects? This list will help you:
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