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Hands-On AI: Build a Generative Language Model from Scratch
Via LinkedIn Learning
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Overview
"Hands-On AI: Build a Generative Language Model from Scratch" is an immersive, practical course that guides learners through the process of creating their own generative language model using foundational AI and machine learning techniques. Ideal for developers, data scientists, and AI enthusiasts, this course focuses on the core principles behind language modeling and natural language generation. Starting with the basics of neural networks and sequence modeling, you’ll learn how to preprocess textual data, design model architectures, and train models to generate...
Syllabus
Introduction
- Build your own AI from scratch
- What you should know
1. Generative Language Models
- What is a language model?
- Markov chains and Python
- Building your model
- Solution: Markov chains
- Extra credit: Song lyrics
2. Sentiment Analysis
- What is sentiment analysis?
- Building a naive Bayes classifier
- Solution: Comment filter
3. Semantic Similarity
- What are embeddings?
- Measuring distance
- Solution: Semantic similarity
Conclusion
- Next steps
Instructor
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