Advanced NLP: Introduction to BERT
Natural Language Processing 2022
| Intermediate
- 12 Videos | 1h 14m 8s
- Includes Assessment
- Earns a Badge
In every domain of artificial intelligence, there is one algorithm that transforms the entire field into an industry-matured tool to be used across a broad spectrum of use cases. BERT is that algorithm for natural language processing (NLP). In this course, explore the fundamentals of BERT architecture, including variations, transfer learning capabilities, and best practices. Examine the Hugging Face library and its role in sentiment analysis problems. Practice model setup, pre-processing, sentiment classification training, and evaluating models using BERT. Finally, take a critical look to recognize the challenges of using BERT. Upon completing this course, you'll be able to demonstrate how to solve simple sentiment analysis problems.
WHAT YOU WILL LEARN
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discover the key concepts covered in this courseoutline Bidirectional Encoder Representations from Transformers (BERT) architecture and its applicationsdistinguish between different types of BERT Modelsrecognize BERT Transfer Learning approachesdefine the Hugging Face library and outline its benefitsperform library, model setup, and data exploration
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perform data pre-processing and BERT tokenizationperform sentiment classification training with BERT and Hugging Faceperform model evaluation and predicting sentiment for raw textoutline best practices to use for BERT modellinglist BERT challenges and deployment strategiessummarize the key concepts covered in this course
IN THIS COURSE
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1.Course Overview1m 23sUP NEXT
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2.BERT Architecture14m 47s
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3.Types of BERT Models4m 56s
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4.Transfer Learning with BERT5m 27s
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5.The Hugging Face Ecosystem4m 20s
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6.Practicing Model Setup & Data Exploration with BERT7m 29s
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7.Pre-processing Data with BERT10m 10s
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8.Using BERT for Sentiment Classification Training13m 47s
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9.Evaluating Models with BERT5m 18s
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10.Best Practices for BERT2m 46s
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11.BERT Challenges and Deployment Strategy2m 46s
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12.Course Summary59s
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
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