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Machine Learning Articles

#AWS #Bert #Serverless #NLP #Computer Vision

New Serverless Bert with Huggingface, AWS Lambda, and AWS EFS

November 15, 2020 · 15 min read

Build a serverless Question-Answering API using the Serverless Framework, AWS Lambda, AWS EFS, efsync, Terraform, the transformers Library from HuggingFace, and a `mobileBert` model from Google fine-tuned on SQuADv2.

Fine-tune a non-English GPT-2 Model with Huggingface

September 06, 2020 · 8 min read

Fine-tune non-English, German GPT-2 model with Huggingface on German recipes. Using their Trainer class and Pipeline objects.

Serverless BERT with HuggingFace and AWS Lambda

June 30, 2020 · 11 min read

Build a serverless question-answering API with BERT, HuggingFace, the Serverless Framework and AWS Lambda.

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

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.

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