philschmid blog

BERT Text Classification in a different language

May 22, 2020 · 8 min read

Build a non-English (German) BERT multi-class text classification model with HuggingFace and Simple Transformers.

Scaling Machine Learning from ZERO to HERO

May 08, 2020 · 13 min read

Scale your machine learning models by using AWS Lambda, the Serverless Framework, and PyTorch. I will show you how to build scalable deep learning inference architectures.

Getting Started with AutoML and AWS AutoGluon

April 20, 2020 · 7 min read

Built an Object Detection Model with AWS AutoML library AutoGluon

K-Fold as Cross-Validation with a BERT Text-Classification Example

April 07, 2020 · 4 min read

Using the K-Fold Cross-Validation to improve your Transformers model validation by the example of BERT Text-Classification

How to Set Up a CI/CD Pipeline for AWS Lambda With GitHub Actions and Serverless

April 01, 2020 · 7 min read

Automatically deploy your Python function with dependencies in less than five minutes

Set up a CI/CD Pipeline for your Web app on AWS with Github Actions

March 25, 2020 · 5 min read

Automatic deploy your React, Vue, Angular or Svelte app on s3 and create a cache Invalidation with Github Actions.

Getting started with CNNs by calculating LeNet-Layer manually

February 28, 2020 · 6 min read

Getting started explanation to CNNs by calculating Yann LeCun LeNet-5 manually for handwritten digits and learning about Padding and Stride.

Google Colab the free GPU/TPU Jupyter Notebook Service

February 26, 2020 · 6 min read

A Short Introduction to Google Colab as a free Jupyter notebook service from Google. Learn how to use Accelerated Hardware like GPUs and TPUs to run your Machine learning completely for free in the cloud.