Satyajit GhanaWorking 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…7 min read·Jan 3, 2021--1--1
Satyajit GhanaHuman 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…6 min read·Aug 25, 2020--2--2
Satyajit GhanaSpeed-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…4 min read·May 20, 2020----
Satyajit GhanaHow to upgrade to 25GB RAM in Google Colab possibly w/ Tesla P100 GPU for FreeI’ll keep this simple and sweet2 min read·May 16, 2020--1--1
Satyajit GhanaWorking 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…5 min read·May 4, 2020--4--4