How to Reduce Computational Constraints using Momentum Contrast V2(Moco-v2) in PyTorch
Introduction The SimCLR paper explains how this framework benefits from larger models and larger batch sizes and can produce results comparable to those of …
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Image Augmentation on the fly using Keras ImageDataGenerator!
Overview Understand image augmentation Learn Image Augmentation using Keras ImageDataGenerator Introduction When working with deep learning models, I have often found myself in …
Building Sales Prediction Web Application using Machine Learning Dataset
Introduction There are a lot of resources on the internet about finding insights and training models on machine learning datasets however very few articles …
Information Retrieval using word2vec based Vector Space Model
Overview Learn about Information Retrieval (IR), Vector Space Models (VSM), and Mean Average Precision (MAP) Create a project on Information Retrieval using word2vec based …
Build a Natural Language Generation (NLG) System using PyTorch
Overview Introduction to Natural Language Generation (NLG) and related things- Data Preparation Training Neural Language Models Build a Natural Language Generation System using PyTorch …
MobileBERT: BERT for Resource-Limited Devices
Overview As the size of the NLP model increases into the hundreds of billions of parameters, so does the importance of being able to …
Transfer Learning for NLP: Fine-Tuning BERT for Text Classification
Introduction With the advancement in deep learning, neural network architectures like recurrent neural networks (RNN and LSTM) and convolutional neural networks (CNN) have shown …
Build Text Categorization Model with Spark NLP
Overview Setting up John Snow labs Spark-NLP on AWS EMR and using the library to perform a simple text categorization of BBC articles. Introduction …
Deploy an Image Classification Model Using Flask
Overview Get an overview of PyTorch and Flask Learn to build an image classification model in PyTorch Learn how to deploy the model using …
A Classic Computer Vision Project – How to Add an Image Behind Objects in a Video
Overview Adding an image behind a moving object is a classic computer vision project Learn how to add a logo in a video using …
