Multilabel Text Sequence Classification
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Updated
Mar 15, 2023
Multilabel Text Sequence Classification
This is a repository with the assignments of IE678 Deep Learning course at University of Mannheim.
NLP Project - Sentence Classification - Toxicity- Approx 20,000 comments - ranging from 2 to 30 words. Balanced Data Set. 1. Traditional, pre-2010 NLP and ML techniques used. 2. Dense Word Vectors - w2v & Glove, sentence vector created from averaged word vectors, ANN. 3. Glove combined with bi-LSTMs and 2D Convs.
A visual debugging tool for fine-tuned BERT models for (multilabel) sequence classification tasks
A useful repository for calculating classification baselines using Bert
In this project we are going to create a network to predict a category for the sequence.
Developed system for the "Climate Activism Stance and Hate Event Detection" Shared Task at CASE 2024
Implementation of BERT for sequence classification with Hugging face's transformers.
Predict intent from user queries
Second place solution for McKinsey Analytics Hackathon
This web based application takes a user input and shows the sentiment and polarity scores of the user's input.
Introduction to various methodologies for topic classification
A workflow for processing metagenomics data sets using Centrifuge. Category:Single-Sample
music genre classification using 2D CNN, 1D CNN - LSTM and Librosa
Fine-tuning CamemBERT for French keywords extraction on custom dataset.
This is the repository to my bachelor's thesis. The aim was to classify antisemitic comments. A custom dataset was created with the 4chan API and labeled. Different DistilBERT models for sequence-classification were trained and compared. A case study was then conducted.
Encode and decode hand movements using C# and Kinect. Based on K-means and Hidden Markov Models.
Data pipelines for both TensorFlow and PyTorch!
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