Working with Large Dependencies (≥500MB) with AWS Lambda and EFS (Amazon Elastic File System)This story begins with a lot of hard work put into deploying ML models into AWS Lambda and exhausting my entire free S3 Quota. I’ve built…Jan 3, 20211Jan 3, 20211
Human Pose Estimation and Quantization of PyTorch to ONNX Models — A Detailed GuideThe story begins with a assignment given to me that needed me to deploy a Monocular Single Human Pose Estimation model on AWS Lambda. Me…Aug 25, 20202Aug 25, 20202
Speed-Up your Model Training w/ TPU on Google ColabThis is not a post for benchmarking TPUs vs GPUs, so let’s not get into too much of the technical details, its just my experience with…May 20, 2020May 20, 2020
How to upgrade to 25GB RAM in Google Colab possibly w/ Tesla P100 GPU for FreeI’ll keep this simple and sweetMay 16, 20201May 16, 20201
Working with huge datasets, 800K+ files in Google Colab and Google DriveRecently i had to make a dataset of 400K images + 400K image masks, and then had to train them on a Deep Neural Network using the Google…May 4, 20204May 4, 20204
