ML @ CMU

MAY 12, 2023

learning across a handful of data silos such as hospitals or financial institutions) is relatively under-explored, and it presents interesting challenges in terms of how to best model federated data and mitigate privacy risks. If you are feeling adventurous, checkout the extended version of this post with more technical details!

Data Silos 130

Data Silos Algorithm ML ML 130

PyImageSearch

OCTOBER 2, 2023

Why Does the Encoder of a VAE Follow a Gaussian Distribution? Objective Functions of VAE Reparameterization Trick Configuring Your Development Environment Need Help Configuring Your Development Environment? Using the renowned Fashion-MNIST dataset, we’ll guide you through understanding its nuances. Let’s get started!

Deep Learning 120

Deep Learning Deep Learning Clustering Computer Science 120

PyImageSearch

OCTOBER 23, 2023

Home Table of Contents Generating Faces Using Variational Autoencoders with PyTorch Configuring Your Development Environment Need Help Configuring Your Development Environment? Our journey begins with training a VAE on this dataset, setting the stage for a series of captivating experiments. Let’s dive in!

Deep Learning 67

Deep Learning Deep Learning Computer Science Computer Science 67

PyImageSearch

NOVEMBER 6, 2023

Home Table of Contents Image Segmentation with U-Net in PyTorch: The Grand Finale of the Autoencoder Series Introduction U-Net Framework Configuring Your Development Environment Need Help Configuring Your Development Environment? Let’s embark on this grand finale together! Let’s embark on this grand finale together!

Deep Learning 67

Deep Learning Deep Learning Python Data Preparation 67

PyImageSearch

JULY 17, 2023

Home Table of Contents Implementing a Convolutional Autoencoder with PyTorch Configuring Your Development Environment Need Help Configuring Your Development Environment? We will then explore different testing situations (e.g., If we got a nickel every time a dataset disappeared from the web, we’d have enough to buy a Tesla.

Deep Learning 98

Deep Learning Deep Learning Python Machine Learning 98

PyImageSearch

JULY 24, 2023

Going Beyond with Keras Core The Power of Keras Core: Expanding Your Deep Learning Horizons Show Me Some Code JAX Harnessing model.fit() Imports and Setup Data Pipeline Build a Custom Model Build the Image Classification Model Train the Model Evaluation Summary References Citation Information What Is Keras Core? What Is Keras Core?

Deep Learning 98

Deep Learning Deep Learning Machine Learning Machine Learning 98