awesome-deep-learning-tools

collections of tools for deep learning experiments, e.g., experiments management,
https://github.com/lijiaqi/awesome-deep-learning-tools

Last synced: about 15 hours ago
JSON representation

2.For Experiment
- Hyperparameter Tuning
  - Bayesian Optimization
  - optuna
  - adatune
  - FAR-HO - learning package for TensorFlow
- Project Template
  - Pytorch-Project-Template
  - Pytorch-Hydra-template
- High Level API/Distributed Training
  - apex - precisin (***no longer being maintainted***)
  - Horovod
  - Pytorch-Lighting - performance AI research.
  - apex - precisin (***no longer being maintainted***)
  - apex - precisin (***no longer being maintainted***)
  - apex - precisin (***no longer being maintainted***)
- Configures Management
  - hydra
  - yacs
- Experiments management
  - manifest - yhVOg6OXzjo9K_-IS5vSHLPIUxp1PEkFGnpRcNCNU/edit?usp=sharing):
  - tensorboard.dev
  - NNI (Neural Network Intelligence)
  - Alchemy - Experiments logging & visualization
  - Catalyst - Accelerated Deep Learning Research and Development
  - Reaction - Convenient Deep Learning models serving
  - fitlog
  - runx
  - TorchTracer
  - TorchTracer
- Data
  - DALI - processing in deep learning applications
  - alfred
0.Reading and Writing
1.Basic tools
3. Libs
- Self-Supervised Learning
  - lightly - ai/lightly)): a computer vision framework for self-supervised learning.
  - vissl - of-the-art Self-Supervised Learning research with PyTorch
- Semi-Supervised Learning && Domain Adaptation
  - salad - supervised Adaptive Learning Across Domains: a library for **domain adaptation**
- Domain Generalization
  - DomainBed

Programming Languages

Python 11 Jupyter Notebook 1

Categories

2.For Experiment 26 3. Libs 4 0.Reading and Writing 3 1.Basic tools 3

Sub Categories

Experiments management 10 High Level API/Distributed Training 6 Hyperparameter Tuning 4 Project Template 2 Configures Management 2 Self-Supervised Learning 2 Data 2 Domain Generalization 1 Semi-Supervised Learning && Domain Adaptation 1

Keywords

pytorch 5 machine-learning 4 python 3 research 3 deep-learning 3 optimization 2 infrastructure 2 tensorflow 2 reinforcement-learning 2 reproducibility 2 information-retrieval 1 image-segmentation 1 image-processing 1 image-classification 1 distributed-computing 1 computer-vision 1 keras 1 experiment-track 1 experimental-design 1 configuration-management 1 simple 1 gaussian-processes 1 bayesian-optimization 1 video-combiner 1 sensor-fusion 1 segmentation 1 pycocotools 1 network 1 deeplearning 1 alfred-py 1 alfred 1 3d-object-detection 1 hyperparameter-optimization 1 gradient-descent 1 neural-networks 1 learning-rate-scheduling 1 hyperparameter-tuning 1 automl 1 tools 1 lab 1 text-segmentation 1 text-classification 1 recommender-system 1 object-detection 1 natural-language-processing 1 metric-learning 1