Pitfalls of Batch Norm in TensorFlow and Sanity Checks for Training Networks
Some more practical advices on #tensorflow training with source code and reference links to look up.
https://medium.com/@theshank/pitfalls-of-batch-norm-in-tensorflow-and-sanity-checks-for-training-networks-e86c207548c8
#beginner #novice #dl #tutorial
Some more practical advices on #tensorflow training with source code and reference links to look up.
https://medium.com/@theshank/pitfalls-of-batch-norm-in-tensorflow-and-sanity-checks-for-training-networks-e86c207548c8
#beginner #novice #dl #tutorial
Medium
Pitfalls of Batch Norm in TensorFlow and Sanity Checks for Training Networks
Caveats of Batch norm: Moving mean and variance update, sharing batch norm parameters, different behaviour at train and test
Most common pitfalls, you can encounter when training neural network.
http://telegra.ph/Most-common-neural-network-mistakes-07-01
#beginner #novice #dl #tutorial
http://telegra.ph/Most-common-neural-network-mistakes-07-01
#beginner #novice #dl #tutorial
Telegraph
Most common neural network mistakes
You didn't try to overfit a single batch first You forgot to toggle train/eval mode for the net You forgot to .zero_grad() (in pytorch) before .backward() You passed softmaxed outputs to a loss that expects raw logits You didn't use `bias=False` for yourβ¦
Deep Learning for Matching in Search and Recommendation
PDF: http://www.comp.nus.edu.sg/~xiangnan/sigir18-deep.pdf
#sigir2018 #Tutorial
PDF: http://www.comp.nus.edu.sg/~xiangnan/sigir18-deep.pdf
#sigir2018 #Tutorial
Complete code examples for Machine Translation with Attention, Image Captioning, Text Generation, and DCGAN implemented with tf.keras and eager execution
βComplete code examples for Machine Translation with Attention, Image Captioning, Text Generationβ¦β https://medium.com/tensorflow/complete-code-examples-for-machine-translation-with-attention-image-captioning-text-generation-51663d07a63d
#tensorflow #tutorial
βComplete code examples for Machine Translation with Attention, Image Captioning, Text Generationβ¦β https://medium.com/tensorflow/complete-code-examples-for-machine-translation-with-attention-image-captioning-text-generation-51663d07a63d
#tensorflow #tutorial
Medium
Complete code examples for Machine Translation with Attention, Image Captioning, Text Generation, and DCGAN implemented with tf.kerasβ¦
By Yash Katariya, Developer Programs Engineer Intern
Deploying a Machine Learning Model as a REST API
Yet another #tutorial on how to serve #production model with flask.
Link: https://towardsdatascience.com/deploying-a-machine-learning-model-as-a-rest-api-4a03b865c166
Github repo: https://github.com/mnguyenngo/flask-rest-setup/tree/master/sentiment-clf
Yet another #tutorial on how to serve #production model with flask.
Link: https://towardsdatascience.com/deploying-a-machine-learning-model-as-a-rest-api-4a03b865c166
Github repo: https://github.com/mnguyenngo/flask-rest-setup/tree/master/sentiment-clf
Medium
Deploying a Machine Learning Model as a REST API
As a Python developer and data scientist, I have a desire to build web apps to showcase my work. As much as I like to design the front-endβ¦
A set of best where-to-start-with-python resources.
This is the collection of beginners resources from a tweet by fast.ai cofounder, covering any resource which helped people to learn python from scratch.
https://telegra.ph/A-collection-of-where-to-start-python-resources-11-05
#beginner #novice #CS #python #tutorial
This is the collection of beginners resources from a tweet by fast.ai cofounder, covering any resource which helped people to learn python from scratch.
https://telegra.ph/A-collection-of-where-to-start-python-resources-11-05
#beginner #novice #CS #python #tutorial
Telegraph
A collection of where-to-start python resources
CodeAcademy (learn through practice) https://jeffknupp.com Python Numpy Tutorial as ipynb file Learn Python The Hard Way PyVideo Youtube playlist MIT open cource Rosalind (learn through practice platform) Coursera Python for everybody specialisation Pythonβ¦
Deep learning for NLP crash course at ABBYY.
Github repo with scheduled plan for learning #DL #NLP online.
Link: https://github.com/DanAnastasyev/DeepNLP-Course
#educational #tutorial #course #beginner #novice #entrylevel
Github repo with scheduled plan for learning #DL #NLP online.
Link: https://github.com/DanAnastasyev/DeepNLP-Course
#educational #tutorial #course #beginner #novice #entrylevel
GitHub
GitHub - DanAnastasyev/DeepNLP-Course: Deep NLP Course
Deep NLP Course. Contribute to DanAnastasyev/DeepNLP-Course development by creating an account on GitHub.
Using Nucleus and TensorFlow for DNA Sequencing Error Correction
This is a new #tutorial of the Genomics team in #GoogleBrain. Good place to start with #deeplearning for #genomics using Nucleus and #Tensorflow.
Link: https://medium.com/tensorflow/using-nucleus-and-tensorflow-for-dna-sequencing-error-correction-47f3f7fc1a50
Google colab: https://colab.research.google.com/github/google/nucleus/blob/master/nucleus/examples/dna_sequencing_error_correction.ipynb
#Google #healthcare
This is a new #tutorial of the Genomics team in #GoogleBrain. Good place to start with #deeplearning for #genomics using Nucleus and #Tensorflow.
Link: https://medium.com/tensorflow/using-nucleus-and-tensorflow-for-dna-sequencing-error-correction-47f3f7fc1a50
Google colab: https://colab.research.google.com/github/google/nucleus/blob/master/nucleus/examples/dna_sequencing_error_correction.ipynb
#Google #healthcare
Medium
Using Nucleus and TensorFlow for DNA Sequencing Error Correction
Posted by Gunjan Baid, Helen Li, and Pi-Chuan Chang
Really short and brief, yet useful #tutorial on #PyTorch #transferlearning
Transfer learning is a concept of using network trained for a certain task for another one.
Link: https://medium.com/@iamHarin17/transfer-learning-in-pytorch-f7736598b1ed
#DL #novice #entrylevel #beginner
Transfer learning is a concept of using network trained for a certain task for another one.
Link: https://medium.com/@iamHarin17/transfer-learning-in-pytorch-f7736598b1ed
#DL #novice #entrylevel #beginner
Medium
Implementing Transfer Learning in PyTorch
Transfer Learning is a technique where a model trained for a certain task is used for another similar task.
#Google has open-sourced #FederatedLearning code
Step-by-step #tutorial showing how to perform Federated Learning using the same infrastructure Google
uses on 10s of millions of smartphones.
Link: https://medium.com/tensorflow/introducing-tensorflow-federated-a4147aa20041
Step-by-step #tutorial showing how to perform Federated Learning using the same infrastructure Google
uses on 10s of millions of smartphones.
Link: https://medium.com/tensorflow/introducing-tensorflow-federated-a4147aa20041
Medium
Introducing TensorFlow Federated
Posted by Alex Ingerman (Product Manager) and Krzys Ostrowski (Research Scientist)