DataHour: Fine Tuning NLP Pipeline on Hugging Face

DataHour: Fine Tuning NLP Pipeline on Hugging Face

20 Apr 202315:04pm - 20 Apr 202316:04pm

DataHour: Fine Tuning NLP Pipeline on Hugging Face

About the Event

As natural language processing becomes increasingly important in many domains, the ability to accurately answer questions from large amounts of text is becoming a critical skill. Hugging Face, a popular platform for natural language processing offers pre-trained transformer models that can be fine-tuned to perform question-answering tasks with remarkable performance. However, to fully leverage the power of these models, it's essential to have a good understanding of how transformers and attention mechanisms work.

In this session, we will delve into the mechanics of transformers and attention mechanisms, and explore how to use them to fine-tune Hugging Face's pre-trained models for question answering. Through hands-on examples and interactive exercises, participants will gain a deep understanding of how to create custom datasets and how to pick pre-trained models based on the task. By the end of this session, participants will have the knowledge and skills necessary to develop highly accurate and effective question-answering systems and more importantly good intuition about how to use Hugging Face.


Prerequisites:
  
The zeal for learning new technologies, and interest in the field of data science.

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Who is this DataHour for?

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About the Speaker

Isuru Alagiyawanna

Isuru Alagiyawanna

Data Scientist at Axiata Digital Labs (Pvt.) Ltd

Isuru Alagiyawanna is a highly skilled Data Scientist at Axiata Digital Labs (Pvt.) Ltd, with expertise in the field of Machine Learning. In addition to his professional work, he also serves as an Assistant Lecturer in Machine Learning at the Sri Lanka Institute of Information Technology, where he imparts his knowledge and experience to the next generation of data scientists. With a passion for exploring the latest trends and techniques in the field of Data Science, Isuru is dedicated to delivering innovative solutions that drive business success. His commitment to excellence and strong work ethic make him a valuable asset to any team.

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