RE: How do I get started with NLP as a beginner?

If you’re just starting out, don’t worry about learning every algorithm first. Focus on understanding the basics of Python, then learn how text is represented and processed (tokenization, embeddings, etc.). Once you’re comfortable with that, try building small projects like spam detection, sentiment analysis, or a simple chatbot. Working on real examples teaches you much faster than watching tutorials. Also, don’t skip modern NLP tools like Hugging Face, they make it much easier to experiment with state-of-the-art models. Consistency matters more than speed, so keep building small projects and you’ll improve quickly.

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