Learn the Basics of PyTorch

Learn the Basics of PyTorch

Walkthrough of newly released PyTorch Learn the basics tutorial with PyTorch Developer Advocate Suraj Subramanian.

Learn more:

  1. Learn the basics – https://aka.ms/PyTorch/LearntheBasics
  2. PyTorch.org – https://pytorch.org/
  3. PyTorch on YouTube – https://www.youtube.com/pytorch

Related links:

Intro to PyTorch Tutorial: Building Fashion Recognizer

Intro to PyTorch Tutorial: Building Fashion Recognizer

PyTorch is one of the most popular open source machine learning framework that accelerates the path from research to production deployment.

In this tutorial, Dmytro Dzhulgakov, core contributor for PyTorch, will go through an introductory level hands-on tutorial for building fashion recognizer.

Related links:

GPU Accelerated Machine Learning with WSL 2

GPU Accelerated Machine Learning with WSL 2

Adding GPU compute support to Windows Subsystem for Linux (WSL) has been the #1 most requested feature since the first WSL release.

Learn how Windows and WSL 2 now support GPU Accelerated Machine Learning (GPU compute) using NVIDIA CUDA, including TensorFlow and PyTorch, as well as all the Docker and NVIDIA Container Toolkit support available in a native Linux environment.

Clark Rahig will explain a bit about what it means to accelerate your GPU to help with training Machine Learning (ML) models, introducing concepts like parallelism, and then showing how to set up and run your full ML workflow (including GPU acceleration) with NVIDIA CUDA and TensorFlow in WSL 2.

Additionally, Clarke will demonstrate how students and beginners can start building knowledge in the Machine Learning (ML) space on their existing hardware by using the TensorFlow with DirectML package.

Learn more:

Process Images for Fine-Tuned MobileNet with TensorFlow’s Keras API

Process Images for Fine-Tuned MobileNet with TensorFlow’s Keras API

In this deeplizard episode, learn how to prepare and process our own custom data set of sign language digits, which will be used to train our fine-tuned MobileNet model in a future episode.

VIDEO SECTIONS

  • 00:00 Welcome to DEEPLIZARD – Go to deeplizard.com for learning resources
  • 00:40 Obtain the Data
  • 01:30 Organize the Data
  • 09:42 Process the Data
  • 13:11 Collective Intelligence and the DEEPLIZARD HIVEMIND

OSS Framework Support in Azure Machine Learning Service

OSS Framework Support in Azure Machine Learning Service

Learn how Azure ML supports Open Source ML Frameworks and MLflow in AzureML.

Take a walk through a ScikitLearn and Pytorch example to show the built in support for ML frameworks.

Learn More:

MobileNet Image Classification with TensorFlow’s Keras API

MobileNet Image Classification with TensorFlow’s Keras API

deeplizard  introduces MobileNets, a class of light weight deep convolutional neural networks that are vastly smaller in size and faster in performance than many other popular models.

VIDEO SECTIONS

  • 00:00 Welcome to DEEPLIZARD – Go to deeplizard.com for learning resources
  • 00:17 Intro to MobileNets
  • 02:56 Accessing MobileNet with Keras
  • 07:25 Getting Predictions from MobileNet
  • 13:32 Collective Intelligence and the DEEPLIZARD HIVEMIND

Scaling Up AI Research to Production with PyTorch and MLFlow

Scaling Up AI Research to Production with PyTorch and MLFlow

PyTorch, the popular open-source ML framework, has continued to evolve rapidly since the introduction of PyTorch 1.0, which brought an accelerated workflow from research to production.

In this video, take a deep dive on some of the most important new advances, including model parallel distributed training, model optimization and on device deployment as well as the latest libraries that support production scale deployment working in concert with MLFlow.

Predict with a Fine-Tuned Neural Network with TensorFlow’s Keras API

Predict with a Fine-Tuned Neural Network with TensorFlow’s Keras API

In this video, Mandy from deeplizard  demonstrates how to use the fine-tuned VGG16 Keras model that we trained in the last episode to predict on images of cats and dogs in our test set.

Index:

  • 00:00 Welcome to DEEPLIZARD – Go to deeplizard.com for learning resources
  • 00:17 Predict with a Fine-tuned Model
  • 05:40 Plot Predictions With A Confusion Matrix
  • 05:16 Collective Intelligence and the DEEPLIZARD HIVEMIND