2- Fine Tuning DistilBERT for NER Tagging using HuggingFace | NLP Hugging Face Project Tutorial
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1 - Fine-Tuning DistilBERT for Emotio...
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In this tutorial, we will learn how to fine-tune DistilBERT for named entity recognition (NER) tagging. NER tagging is the task of identifying named entities in a text, such as people, organizations, and locations. DistilBERT is a small, fast, and efficient Transformer model that can be fine-tuned for a variety of NLP tasks, including NER tagging.
The tutorial will cover the following steps:
- Preparing the data for training
- Loading the DistilBERT model
- Fine-tuning the DistilBERT model
- Evaluating the fine-tuned model
The tutorial will use the CoNLLPP dataset for NER tagging. This dataset contains a set of sentences with their corresponding named entities. The tutorial will also use the HuggingFace Transformers library to fine-tune the DistilBERT model.
This tutorial is for beginners who want to learn how to fine-tune DistilBERT for NER tagging. No prior knowledge of NLP or Transformers is required.
Here are some of the things you will learn in this tutorial:
- How to prepare data for NER tagging
- How to load a pre-trained Transformer model
- How to fine-tune a Transformer model
- How to evaluate a fine-tuned Transformer model
I hope you find this tutorial helpful!
Download Code: https://github.com/laxmimerit/NLP-Tut...
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1 - Fine-Tuning DistilBERT for Emotio...
✍️🏆🏅🎁🎊🎉✌️👌⭐⭐⭐⭐⭐
ENROLL in My Highest Rated Udemy Courses
to 🔑 Crack Data Science Interviews and Jobs
🏅🎁 Python for Machine Learning: A Step-by-Step Guide | Udemy
Course Link: https://bit.ly/ml-ds-project
🎁🎊 Deep Learning for Beginners with Python
Course Link: https://bit.ly/dl-with-python
📚 📗 Natural Language Processing ML Model Deployment at AWS
Course Link: https://bit.ly/bert_nlp
📊 📈 Data Visualization in Python Masterclass: Beginners to Pro
Course Link: https://bit.ly/udemy95off_kgptalkie
📘 📙 Natural Language Processing (NLP) in Python for Beginners
Course Link: https://bit.ly/intro_nlp
🎉✌️ Advanced Natural Language and Image Processing Projects | Udemy
Course Link: https://bit.ly/kgptalkie_ml_projects
📈 📘 2021 Python for Linear Regression in Machine Learning
Course Link: https://bit.ly/regression-python
📙📊 2021 R 4.0 Programming for Data Science || Beginners to Pro
Course Link: http://bit.ly/r4-ml
✍️🏆 Introduction to Spacy 3 for Natural Language Processing
Course Link: https://bit.ly/spacy-intro
In this tutorial, we will learn how to fine-tune DistilBERT for named entity recognition (NER) tagging. NER tagging is the task of identifying named entities in a text, such as people, organizations, and locations. DistilBERT is a small, fast, and efficient Transformer model that can be fine-tuned for a variety of NLP tasks, including NER tagging.
The tutorial will cover the following steps:
- Preparing the data for training
- Loading the DistilBERT model
- Fine-tuning the DistilBERT model
- Evaluating the fine-tuned model
The tutorial will use the CoNLLPP dataset for NER tagging. This dataset contains a set of sentences with their corresponding named entities. The tutorial will also use the HuggingFace Transformers library to fine-tune the DistilBERT model.
This tutorial is for beginners who want to learn how to fine-tune DistilBERT for NER tagging. No prior knowledge of NLP or Transformers is required.
Here are some of the things you will learn in this tutorial:
- How to prepare data for NER tagging
- How to load a pre-trained Transformer model
- How to fine-tune a Transformer model
- How to evaluate a fine-tuned Transformer model
I hope you find this tutorial helpful!
Download Code: https://github.com/laxmimerit/NLP-Tut...
🔊 Watch till last for a detailed description
💯 Read Full Blog with Code
https://kgptalkie.com
💬 Leave your comments and doubts in the comment section
📌 Save this channel and video for watch later
👍 Like this video to show your support and love ❤️
~~~~~~~~
🆓 Watch My Top Free Data Science Videos
👉🏻 Python for Data Scientist
https://bit.ly/3dETtFb
👉🏻 Machine Learning for Beginners
https://bit.ly/2WOVh7N
👉🏻 Feature Selection in Machine Learning
https://bit.ly/2YW6ZQH
👉🏻 Text Preprocessing and Mining for NLP
https://bit.ly/31sYMUN
👉🏻 Natural Language Processing (NLP)
Tutorials https://bit.ly/3dF1cTL
👉🏻 Deep Learning with TensorFlow 2.0
and Keras https://bit.ly/3dFl09G
👉🏻 COVID 19 Data Analysis and Visualization
Masterclass https://bit.ly/31vNC1U
👉🏻 Machine Learning Model Deployment Using
Flask at AWS https://bit.ly/3b1svaD
👉🏻 Make Your Own Automated Email Marketing
Software in Python https://bit.ly/2QqLaDy
***********
🤝 BE MY FRIEND
🌍 Check Out ML Blogs: https://kgptalkie.com
🐦Add me on Twitter: Twitter: laxmimerit
📄 Follow me on GitHub: https://github.com/laxmimerit
📕 Add me on Facebook: Facebook: kgptalkie
💼 Add me on LinkedIn: LinkedIn: laxmimerit
👉🏻 Complete Udemy Courses: https://bit.ly/32taBK2
⚡ Check out my Recent Videos: https://bit.ly/3ldnbWm
🔔 Subscribe me for Free Videos: https://bit.ly/34wN6T6
🤑 Get in touch for Promotion: [email protected]
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