Before LLMs Could Predict, They Had to Count

📰 Dev.to · Akash

Learn how simple language models work by understanding the basics of counting and probability in LLMs

beginner Published 1 Apr 2026
Action Steps
  1. Read about the basics of language models
  2. Understand how counting and probability are used in LLMs
  3. Build a simple language model using a library like NLTK or spaCy
  4. Run experiments to see how different parameters affect the model's performance
  5. Apply the concepts learned to a real-world NLP task
  6. Compare the results with more complex models to understand the trade-offs
Who Needs to Know This

Data scientists and NLP engineers can benefit from understanding the foundational concepts of language models, which is crucial for building and fine-tuning LLMs

Key Insight

💡 Counting and probability are the foundation of language models, and understanding these concepts is crucial for building and fine-tuning LLMs

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🤖 Did you know that LLMs started with counting? Learn how simple language models work and build your own! #LLMs #NLP

Key Takeaways

Learn how simple language models work by understanding the basics of counting and probability in LLMs

Full Article

By the end of this post, you'll understand exactly how the simplest language models work, the chain...
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