Deploying Machine Learning models using GCP's Google AI Platform - A Detailed Tutorial
In my last post I had written about deploying models on AWS. So, I though it would only be fitting to write one for GCP, for all the …
Deploying Machine Learning models using AWS Lambda and Github Actions - A Detailed Tutorial
Quite a while back, I had written a post in which I described how to package your Machine Learning models using Docker and deploy them …
PPML Series #3 - Federated Learning for Mobile Keyboard Prediction
Introduction Gboard — the Google keyboard, is a virtual keyboard for smartphones with support for more than 900+ language varieties and …
PPML Series #2 - Federated Optimization Algorithms - FedSGD and FedAvg
In my last post, I covered a high-level overview of Federated Learning, its applications, advantages & challenges.
We also went …
PPML Series #1 - An introduction to Federated Learning
Motivation Privacy-preserving Machine Learning had always been exciting for me. Since my B.Tech. thesis involving PPML (SMPC + Computer …
Paper Summary #6 - Language Models are Unsupervised Multitask Learners
Paper: Language Models are Unsupervised Multitask Learners
Link: https://bit.ly/3vgaVJc
Authors: Alec Radford, Jeffrey Wu, Rewon Child, …
Paper Summary #5 - XLNet: Generalized Autoregressive Pretraining for Language Understanding
Paper: XLNet: Generalized Autoregressive Pretraining for Language Understanding
Link: https://arxiv.org/pdf/1906.08237.pdf
Authors: …
Paper Summary #4 - BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Paper: BERT - Pre-training of Deep Bidirectional Transformers for Language Understanding
Link: https://bit.ly/3bdTUra Authors: Jacob …
Paper Summary #3 - Improving Language Understanding by Generative Pre-Training
Paper: Improving Language Understanding by Generative Pre-Training
Link: https://bit.ly/3xITvGP
Blog: …
Paper Summary #2 - Deep contextualized word representations
Paper: Deep contextualized word representations
Link: https://arxiv.org/abs/1802.05365 Authors: Matthew E. Peters, Mark Neumann, Mohit …
