Text Preprocessing | Sentiment Analysis with BERT using huggingface, PyTorch and Python Tutorial
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📔 Complete tutorial + notebook: https://www.curiousily.com/posts/sentiment-analysis-with-bert-and-hugging-face-using-pytorch-and-python/
🗓️ 1:1 Consultation Session With Me: https://calendly.com/venelin-valkov/consulting
🔣 GitHub: https://github.com/curiousily/Getting-Things-Done-with-Pytorch
Learn how to preprocess raw text data using the huggingface BertTokenizer and create a PyTorch dataset. We'll look into adding special tokens, padding to fixed-length sequences and creating attention masks.
📖 Read Hacker's Guide to Machine Learning with Python: http://bit.ly/Hackers-Guide-to-Machine-Learning-with-Python
⭐️ Tutorial Contents ⭐️
(00:00) Introduction
(02:18) Notebook setup
(03:36) Data exploration
(11:07) Data preprocessing - tokenization, padding & attention mask
(26:55) Choosing maximum sequence length
(29:34) Create PyTorch dataset
(33:47) Splitting the data into train, validation, and test sets
(35:13) Creating data loaders
#BERT #Huggingface #PyTorch #SentimentAnalysis #TextPreprocessing #NLP #Tokenizer
Видео Text Preprocessing | Sentiment Analysis with BERT using huggingface, PyTorch and Python Tutorial канала Venelin Valkov
📖 Get SH*T Done with PyTorch Book: https://bit.ly/gtd-with-pytorch
📔 Complete tutorial + notebook: https://www.curiousily.com/posts/sentiment-analysis-with-bert-and-hugging-face-using-pytorch-and-python/
🗓️ 1:1 Consultation Session With Me: https://calendly.com/venelin-valkov/consulting
🔣 GitHub: https://github.com/curiousily/Getting-Things-Done-with-Pytorch
Learn how to preprocess raw text data using the huggingface BertTokenizer and create a PyTorch dataset. We'll look into adding special tokens, padding to fixed-length sequences and creating attention masks.
📖 Read Hacker's Guide to Machine Learning with Python: http://bit.ly/Hackers-Guide-to-Machine-Learning-with-Python
⭐️ Tutorial Contents ⭐️
(00:00) Introduction
(02:18) Notebook setup
(03:36) Data exploration
(11:07) Data preprocessing - tokenization, padding & attention mask
(26:55) Choosing maximum sequence length
(29:34) Create PyTorch dataset
(33:47) Splitting the data into train, validation, and test sets
(35:13) Creating data loaders
#BERT #Huggingface #PyTorch #SentimentAnalysis #TextPreprocessing #NLP #Tokenizer
Видео Text Preprocessing | Sentiment Analysis with BERT using huggingface, PyTorch and Python Tutorial канала Venelin Valkov
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