Object Detection with YOLOv5: Detecting People in Images

Object Detection with YOLOv5: Detecting People in Images

tl;dr A step-by-step tutorial to detect people in photos automatically using the ultra-fast You-Only-Look-Once (YOLOv5) model. 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. Continue on if you prefer reading the code here....

May 30, 2021 · 6 min · Eugene
Hate Speech Detection on Dynabench

Hate Speech Detection with Transformers

tl;dr A step-by-step tutorial to train a hate speech detection model to classify text containing hate speech. The trained model has a BERT-based transformer architecture. 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....

January 6, 2021 · 7 min · Eugene
Biology NER with BioBERT to Extract Diseases and Chemicals.

Biology Named Entity Recognition with BioBERT

tl;dr A step-by-step tutorial to train a BioBERT model for named entity recognition (NER), extracting diseases and chemical on the BioCreative V CDR task corpus. Our model is #3-ranked and within 0.6 percentage points of the state-of-the-art. 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 30, 2020 · 6 min · Eugene
Remove Image Background on a Profile Photo with DeepLabV3

Beautiful Profile Pics: Remove Image Background with DeepLabV3

tl;dr A step-by-step tutorial to remove backgrounds from photos automatically with DeepLabV3-ResNet101 to create that killer professional photo for your next LinkedIn profile picture. 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 24, 2020 · 5 min · Eugene
Named Entity Recognition with BERT in Mandarin

Named Entity Recognition with BERT in Mandarin

tl;dr A step-by-step tutorial to train a state-of-the-art model with BERT for named entity recognition (NER) in mandarin, 中文命名实体识别. Our model beats the state-of-the-art by 0.7 percentage points. 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 24, 2020 · 6 min · Eugene
Named Entity Recognition on Weibo in Mandarin

Named Entity Recognition on Weibo in Mandarin

tl;dr A step-by-step tutorial to train a state-of-the-art model with flair and BERT for named entity recognition (NER) in mandarin, 中文命名实体识别, on a Weibo dataset. Our model beats the state-of-the-art by 20+ percentage points. 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 24, 2020 · 6 min · Eugene
Sentiment Analysis in Mandarin on Food Delivery Reviews

Sentiment Analysis in Mandarin with XLNet

tl;dr A step-by-step tutorial to train a state-of-the-art model for sentiment analysis on mandarin food delivery reviews using the XLNet architecture. We will use Google Colab’s free Jupyter Notebook in the cloud. 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 · 6 min · Eugene
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