PinnedPublished inAnalytics 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…Nov 16, 2021Nov 16, 2021
PinnedPublished inAnalytics 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…Oct 5, 20211Oct 5, 20211
PinnedPublished inAnalytics 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…Nov 24, 20202Nov 24, 20202
Implementation 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…Nov 30, 20211Nov 30, 20211
Published inAnalytics 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…Nov 22, 2021Nov 22, 2021
Published inAnalytics 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…Oct 20, 2021Oct 20, 2021
Published inAnalytics 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…Nov 23, 20202Nov 23, 20202
Published inAnalytics 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…Sep 20, 20201Sep 20, 20201
Published inAnalytics VidhyaNER- Tensorflow 2.2.0This blog details the steps for Named Entity Recognition (NER) tagging of sentences (CoNLL-2003 dataset ) using Tensorflow2.2.0Aug 22, 20202Aug 22, 20202
Published inAnalytics VidhyaPydrive to download from Google Drive to a remote machineINSTALLING PYDRIVEMay 14, 20204May 14, 20204