PinnedBhuvana KundumaniinAnalytics VidhyaOptimizers — Gradient descent algorithms ( Part 1)Hey everyone ! Welcome to my blog ! We are going to see the implementation of some of the basic optimiser algorithms in this blog. In…6 min read·Nov 16, 2021----
PinnedBhuvana KundumaniinAnalytics VidhyaPretraining BERT from scratch on openwebtext data on a single GPU using Docker.Hey everyone ! welcome to my blog. This blog covers detailed instructions to building a docker image to pretrain ELECTRA. I can hear you…4 min read·Oct 5, 2021--1--1
PinnedBhuvana KundumaniinAnalytics VidhyaDocker(volumes) with DVC for Versioning data and Models for ML projectsThis blog gives a detailed explanation of using DVC for version data and models and also dockerizing the application. If you are…4 min read·Nov 24, 2020--2--2
Bhuvana KundumaniImplementation of SimCSE for unsupervised approach in PytorchHi Everyone ! Welcome to my blog. In this blog, I am going to show a simple implementation of SimCSE: Simple Contrastive Learning of…6 min read·Nov 30, 2021--1--1
Bhuvana KundumaniinAnalytics VidhyaOptimizers — Momentum and Nesterov momentum algorithms (Part 2)Welcome to the second part on optimisers where we will be discussing momentum and Nesterov accelerated gradient. If you want a quick…4 min read·Nov 22, 2021----
Bhuvana KundumaniinAnalytics VidhyaSmall-Bench NLP: Benchmark for small single GPU trained models in Natural Language ProcessingRecent progress in the Natural Language Processing domain, such as the transformer based models have given us several State-of-the-Art…3 min read·Oct 20, 2021----
Bhuvana KundumaniinAnalytics VidhyaVersioning data and models in ML projects using DVC and AWS S3We will be looking at how DVC can be used to version our data and models in this blog in detail. The code for this blog is available at…4 min read·Nov 23, 2020--2--2
Bhuvana KundumaniinAnalytics VidhyaFine Tuning BERT for NER on CoNLL 2003 dataset with TF 2.2.0This blog details the steps for fine-tuning the BERT pretrained model for Named Entity Recognition (NER) tagging of sentences (CoNLL-2003…8 min read·Sep 20, 2020--1--1
Bhuvana KundumaniinAnalytics VidhyaNER- Tensorflow 2.2.0This blog details the steps for Named Entity Recognition (NER) tagging of sentences (CoNLL-2003 dataset ) using Tensorflow2.2.05 min read·Aug 22, 2020--2--2
Bhuvana KundumaniinAnalytics VidhyaPydrive to download from Google Drive to a remote machineINSTALLING PYDRIVE4 min read·May 14, 2020--4--4