Named Entity Recognition (NER) Model Using FLAIR

Train a Named Entity Recognition (NER) Model Using FLAIR

tl;dr A step-by-step tutorial to train a state-of-the-art model for named entity recognition (NER), the task of identifying persons, organizations and locations from a piece of text. Practical Machine Learning - Learn Step-by-Step to Train a Model A great way to learn is by going step-by-step through the process of training and evaluating the model. Hit the Open in Colab button below to launch a Jupyter Notebook in the cloud with a step-by-step walkthrough....

December 23, 2020 · 5 min · Eugene
Sentiment Analysis on Movie Reviews

Sentiment Analysis on Movie Reviews with XLNet

tl;dr A step-by-step tutorial to train a sentiment analysis model to classify polarity of IMDB movie reviews with XLNet using a free Jupyter Notebook in the cloud. The IMDB Movie Reviews Dataset and XLNet The Internet Movie Database (IMDb) movie reviews dataset is a very well-established benchmark (since 2011) for sentiment analysis performance. It’s probably the first large-ish (50,000 train+test), balanced sentiment analysis dataset, making it a very nice dataset for benchmarking on....

December 22, 2020 · 7 min · Eugene
Sarcasm Detection on Tweets

Learn to Train a State-of-the-Art Model for Sarcasm Detection

tl;dr A step-by-step tutorial to train a state-of-the-art model to detect sarcasm 🙄 from tweets with a free Jupyter Notebook in the cloud. Sooo Impressive Sarcasm Detection Model on Tweets Recently Venture Beat published (and Communications of the ACM referenced) a news article titled “AI researchers made a sarcasm detection model and it’s sooo impressive” which detailed how researchers from China had come up with a “sarcasm detection AI” that “achieved state-of-the-art performance on a dataset drawn from Twitter”....

December 22, 2020 · 10 min · Eugene
nuScenes dataset from Motional (formerly nuTonomy) featuring 1000 driving scenes in Boston and Singapore. Retrieved from Github.

Top 10 Computer Vision Code Repositories from Singapore

tl;dr We feature 10 of the top Computer Vision (CV) code repositories from Singapore. These include popular implementations of YOLO3, EfficientDet, DeepLab, FaceBoxes and other models ranging from activity recognition to eye tracking. The ranking is decided based on the total Github stars of the repositories. 10. Dual Path Networks Architecture of DPNs. Retrieved from Github. This repository contains the code and trained models of Dual Path Networks which won the 1st place in Object Localization Task in ILSVRC 2017, and was a Top 3 team with on all competition tasks (Team: NUS-Qihoo_DPNs)....

December 16, 2020 · 5 min · Eugene
Exploring GPT-2 models in less than five lines of code. Retrieved from Github.

Top 10 Natural Language Processing Code Repositories from Singapore

tl;dr We feature 10 of the top Natural Language Processing (NLP) code repositories on Github from Singapore. The ranking is decided based on the total stars (stargazer count) of the repositories. 10. A Multilayer Convolutional Encoder-Decoder Neural Network for Grammatical Error Correction Architecture of the multilayer convolutional model with seven encoder and seven decoder layers. Retrieved from the official paper. Code and model files for the paper: “A Multilayer Convolutional Encoder-Decoder Neural Network for Grammatical Error Correction” (Published at AAAI-18)....

December 12, 2020 · 6 min · Eugene
Object bounding boxes on video footage as predicted by EfficientDet, a family of scalable and efficient object detectors.

Top 5 Machine Learning Code Repositories from Singapore

tl;dr We feature 5 of the top machine learning code repositories on Github from Singapore. The Top 5 is made up of popular implementations of state-of-the-art Computer Vision (CV) and Natural Language Processing (NLP) models and even a high-frequency trading project. The ranking is decided based on the total stars (stargazer count) of the repositories. 5. PyTorch Implementation of EfficientDet Architecture of EfficientDet including a weighted bi-directional feature pyramid network (BiFPN)....

December 10, 2020 · 3 min · Eugene