rsreetech
Full time researcher working for a long time in the areas of AI,ML,NLP. Multiple patents. Educational youtuber
Pinned Repositories
ClinicalTextClassification
In this notebook i implement clinical text classfication on the medical transcription dataset from kaggle
CustomeNERspaCyv3.0
In this repository I will be explaining how we perform Custom Named Entity (Disease) Recognition in clinical text with spaCy v3 transformers in Python. I am using the latest version of spaCy v3.0 here. There are differences on the training method when compared to spaCy v2.0
CustomNERwithspaCy
DisasterTweetClassification
A BERT based solution to Natural Language Processing with Disaster Tweets Predict which Tweets are about real disasters and which ones are not ( Kaggle Getting Started Competition )
LDATopicModelling
In this notebook i will be demonstarting Latent Dirchlet Allocation(LDA) for topic modelling. I will be using the Amazon fine food reviews dataset from Kaggle(https://www.kaggle.com/snap/amazon-fine-food-reviews) for performing LDA based topic modelling I will be using the gensim package for LDA topic modelling and pyLDAvis for visualization of LDA topic model
MultiModalSearch
In this repository I demonstrate how you can perform multimodal(image+text) search to find similar images+texts given a test image+text from a multimodal (texts+images) database . I use the Kaggle Shopee dataset. I use Tensorflow MobileNet CNN and hugging face sentence transformers BERT to extract image and text embeddings to create a joint embedding search space. Given an image and it text description I extract joint embedding and then use nearest neighbours algorithm to find top 5 similar images+texts description from my joint embedding search space
PyTorchTextClassificationCustomDataset
In this repository i explain how you can implement a text classifier on custom dataset using PyTorch
TextClassificationLSTMTensorFlow
TextClassificationNNTensorflow
In this repository you will find a jupyter notebook for implementing a Neural Network based text classification using TensorFlow 2.1. I am specifically training a simple neural network based text classification model to classify sentiment of tweets . I will be using the tensorflow gpu version.
TextClassificationTensorFlowCNN
Let us look at how we can implement text classification with Tensorflow https://www.tensorflow.org/ TensorFlow is an end-to-end open source platform for machine learning. The dataset is from the Tweet Sentiment Extraction challenge from Kaggle(https://www.kaggle.com/c/tweet-sentiment-extraction/overview) We would implement text classification using a simple convolutional network developed using Tensorflow on tweet data to classify tweets as "positive","negative" or "neutral"
rsreetech's Repositories
rsreetech/TwitterPostAnalysis
Sample code for twitter posts extarction, sentiment analysis and wordcloud creation