nharbour + fastai   19

Deploying models in Production with good performance - Deep Learning - Deep Learning Course Forums
Hey guys, after reading the forum posts on deploying model to production, I came around some different frameworks which are really helpful in deploying the machine learning models. You can deploy using spark for real tim…
inference  deploy  deployment  production  deep-learning  framework  fastai 
10 weeks ago by nharbour
Tensorboard Callback for Fastai - Deep Learning - Deep Learning Course Forums
I created a fast.ai callback that logs model and training information that can be viewed in tensorboard.
Tensorboard is a visualization tool that can help debug and explore your model. Read more about it here. Tensorboa…
tensorboard  fast.ai  fastai  deep-learning 
july 2018 by nharbour
google/sentencepiece: Unsupervised text tokenizer for Neural Network-based text generation.
GitHub is where people build software. More than 27 million people use GitHub to discover, fork, and contribute to over 80 million projects.
fastai  google  token  tokenization  tokenisation  deep-learning  language-modeling 
may 2018 by nharbour
deeplearning/DAE.py at master · KeremTurgutlu/deeplearning
GitHub is where people build software. More than 27 million people use GitHub to discover, fork, and contribute to over 80 million projects.
denoising  dae  denoising-autoencoder  regularisation  deep-learning  fastai  kaggle 
march 2018 by nharbour
pretrained-models.pytorch/pretrainedmodels/models at master · Cadene/pretrained-models.pytorch
pretrained-models.pytorch - Pretrained ConvNets for pytorch: NASNet, ResNeXt101, ResNet152, InceptionV4, InceptionResnetV2, etc.
pytorch  models  fast.ai  deep-learning  fastai 
january 2018 by nharbour
Another treat! Early access to Intro To Machine Learning videos - Part 1 v2 - Deep Learning Course Forums
We’ll be releasing a new course (tentatively) called Machine Learning For Coders towards the end of the year. It’s being recorded with the masters students at MSAN. I’ve decided to share the videos with you all as well, …
fastai  course  machine-learning  deep-learning 
january 2018 by nharbour
Train your deep model faster and sharper — two novel techniques
I explain Snapshot Ensembling and FreezeOut that aim to boost accuracy and make deep learning take less time.
learning-rate  annealing  cosine  deep-learning  fastai  cyclical 
december 2017 by nharbour
surmenok/keras_lr_finder: Plots the change of the loss function of a Keras model when the learning rate is exponentially increasing.
keras_lr_finder - Plots the change of the loss function of a Keras model when the learning rate is exponentially increasing.
keras  learning-rate  optimal  cyclical  deep-learning  fastai 
december 2017 by nharbour
bckenstler/CLR
Contribute to CLR development by creating an account on GitHub.
keras  deep-learning  fastai  cyclical  learning-rate  lr 
december 2017 by nharbour

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