2- Fine-Tuning DistilBERT for NER with HuggingFace
Learn to fine-tune DistilBERT for NER tagging using HuggingFace in this comprehensive tutorial. Enroll in my Udemy course for just $9.99! π

KGP Talkie
23.6K views β’ Aug 20, 2023

About this video
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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-Tutorials-with-HuggingFace
π Watch till last for a detailed description
π― Read Full Blog with Code
https://kgptalkie.com
π¬ Leave your comments and doubts in the comment section
π Save this channel and video for watch later
π Like this video to show your support and love β€οΈ
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π Watch My Top Free Data Science Videos
ππ» Python for Data Scientist
https://bit.ly/3dETtFb
ππ» Machine Learning for Beginners
https://bit.ly/2WOVh7N
ππ» Feature Selection in Machine Learning
https://bit.ly/2YW6ZQH
ππ» Text Preprocessing and Mining for NLP
https://bit.ly/31sYMUN
ππ» Natural Language Processing (NLP)
Tutorials https://bit.ly/3dF1cTL
ππ» Deep Learning with TensorFlow 2.0
and Keras https://bit.ly/3dFl09G
ππ» COVID 19 Data Analysis and Visualization
Masterclass https://bit.ly/31vNC1U
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β‘ Check out my Recent Videos: https://bit.ly/3ldnbWm
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π€ Get in touch for Promotion: info@kgptalkie.com
I'm excited to announce my brand-new *Udemy* course available at ONLY 399INR/$9.99USD:
Learn to build advanced, privacy-first, production-ready Agentic RAG systems that run fully on your machine with zero API cost.
π₯ *Agentic AI β Private Agentic RAG with LangGraph v1 & Ollama* π₯
*Check it out* π https://kgptalkie.com/agentic-rag
*MCP Mastery- Build AI Apps with Claude, LangChain and Ollama*
*Check it out* π https://kgptalkie.com/mcp
*Master OpenAI Agent Builder - Deploy Chatbot to Your Website*
*Check it out* π https://kgptalkie.com/agent-builder
------------------------------------
π₯Hugging Face Tutorials for NLP Projects Playlist | Watch All Videos Here π₯
https://www.youtube.com/watch?v=NLvQ5oj-Sg4&list=PLc2rvfiptPSTGfTp0nhC71ksTY1p5ooCW&ab_channel=KGPTalkie
βοΈππ πππβοΈπβββββ
ENROLL in My Highest Rated Udemy Courses
to π Crack Data Science Interviews and Jobs
π π Python for Machine Learning: A Step-by-Step Guide | Udemy
Course Link: https://bit.ly/ml-ds-project
ππ Deep Learning for Beginners with Python
Course Link: https://bit.ly/dl-with-python
π π Natural Language Processing ML Model Deployment at AWS
Course Link: https://bit.ly/bert_nlp
π π Data Visualization in Python Masterclass: Beginners to Pro
Course Link: https://bit.ly/udemy95off_kgptalkie
π π Natural Language Processing (NLP) in Python for Beginners
Course Link: https://bit.ly/intro_nlp
πβοΈ Advanced Natural Language and Image Processing Projects | Udemy
Course Link: https://bit.ly/kgptalkie_ml_projects
π π 2021 Python for Linear Regression in Machine Learning
Course Link: https://bit.ly/regression-python
ππ 2021 R 4.0 Programming for Data Science || Beginners to Pro
Course Link: http://bit.ly/r4-ml
βοΈπ 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-Tutorials-with-HuggingFace
π Watch till last for a detailed description
π― Read Full Blog with Code
https://kgptalkie.com
π¬ Leave your comments and doubts in the comment section
π Save this channel and video for watch later
π Like this video to show your support and love β€οΈ
~~~~~~~~
π Watch My Top Free Data Science Videos
ππ» Python for Data Scientist
https://bit.ly/3dETtFb
ππ» Machine Learning for Beginners
https://bit.ly/2WOVh7N
ππ» Feature Selection in Machine Learning
https://bit.ly/2YW6ZQH
ππ» Text Preprocessing and Mining for NLP
https://bit.ly/31sYMUN
ππ» Natural Language Processing (NLP)
Tutorials https://bit.ly/3dF1cTL
ππ» Deep Learning with TensorFlow 2.0
and Keras https://bit.ly/3dFl09G
ππ» COVID 19 Data Analysis and Visualization
Masterclass https://bit.ly/31vNC1U
ππ» Machine Learning Model Deployment Using
Flask at AWS https://bit.ly/3b1svaD
ππ» Make Your Own Automated Email Marketing
Software in Python https://bit.ly/2QqLaDy
***********
π€ BE MY FRIEND
π Check Out ML Blogs: https://kgptalkie.com
π¦Add me on Twitter: https://twitter.com/laxmimerit
π Follow me on GitHub: https://github.com/laxmimerit
π Add me on Facebook: https://facebook.com/kgptalkie
πΌ Add me on LinkedIn: https://linkedin.com/in/laxmimerit
ππ» Complete Udemy Courses: https://bit.ly/32taBK2
β‘ Check out my Recent Videos: https://bit.ly/3ldnbWm
π Subscribe me for Free Videos: https://bit.ly/34wN6T6
π€ Get in touch for Promotion: info@kgptalkie.com
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Video Information
Views
23.6K
Likes
411
Duration
01:52:35
Published
Aug 20, 2023
User Reviews
4.6
(4)