Home>Courses>Getting Started with Google BERT

Getting Started with Google BERT

Gain insights into Google's BERT architecture, delve into transformer basics, and explore various BERT variants. Learn about pre-training, practical NLP applications, and excelling in language processing.

Intermediate

120 Lessons

25h

Certificate of Completion

Gain insights into Google's BERT architecture, delve into transformer basics, and explore various BERT variants. Learn about pre-training, practical NLP applications, and excelling in language processing.
AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

26 Playgrounds
12 Quizzes
Course Overview
What You'll Learn
Course Content
Apply Your Skills
Recommendations

Course Overview

The transformer, a cutting-edge deep learning architecture, plays a pivotal role in Natural Language Processing (NLP) tasks. Leading NLP models like BERT, GPT, and T5 are based on the transformer. BERT, in particular, has revolutionized NLP by delivering state-of-the-art results. This course is your entry into Google's BERT architecture. It begins with the basics of transformers and covers encoder and decoder mechanisms. You will learn to pre-train and use BERT. Exploring various BERT variants and related ...Show More
The transformer, a cutting-edge deep learning architecture, plays a pivotal role in Natural Language Processing (NLP) tasks. Leading NLP models like BERT, GPT, and T5 are based on the transformer. BERT, in particular, has revolutionized NLP by delivering s...Show More

TAKEAWAY SKILLS

Transformer Models

Machine Learning

What You'll Learn

An in-depth knowledge of transformer models, including the workings of encoders and decoders
A firm grasp of BERT’s core concepts, pre-training methods, and subword tokenization algorithms
The ability to effectively use pre-trained BERT models, from extracting contextual embeddings to fine-tuning for various tasks
A thorough understanding of various BERT variants, such as ALBERT, RoBERTa, ELECTRA, and SpanBERT
An understanding of BERT’s applications in multilingual contexts and domain-specific variants like ClinicalBERT and BioBERT
An in-depth knowledge of transformer models, including the workings of encoders and decoders

Show more

Course Content

1.

Before We Start

1 Lessons

Get familiar with Google's BERT architecture for NLP tasks and fine-tuning methods.

2.

Starting Off with BERT

1 Lessons

Look at BERT’s architecture, pre-training tasks, and applications in NLP tasks.

3.

A Primer on Transformers

18 Lessons

Work your way through the transformer architecture, including encoder-decoder components and self-attention mechanisms.

6.

Exploring BERT Variants

1 Lessons

Focus on notable BERT variants and their architectural enhancements for efficient performance.

9.

Applications of BERT

1 Lessons

Look at BERT's diverse applications in text summarization, multilingual tasks, and specialized fields.

14.

Conclusion

1 Lessons

Approach Google BERT for state-of-the-art NLP applications and innovative projects.

Course Author

Trusted by 2.5 million developers working at companies

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Adaptive Learning

Explain with AI

AI Code Mentor

Free Resources

FOR TEAMS

Interested in this course for your business or team?

Unlock this course (and 1,000+ more) for your entire org with DevPath