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3 Things That Happen Before AI Even Starts Thinking

hatGPT can write poetry… but can't count the letters in "Strawberry." Why?
Because it doesn't read like you do. Here's what's actually happening under the hood.

In this video, you'll learn:
- Why neural networks can't read text — and how tokenization solves this
- The 3 levels of tokenization: character, word, and subword (BPE)
- How embeddings turn token IDs into meaningful vectors with algebra
- Why "King − Man + Woman = Queen" actually works mathematically
- What positional encoding is and why order matters in transformers
This video is for students, beginners, and anyone curious about what's actually happening under the hood. No PhD required.

If this helped, like and subscribe for more AI/ML content simplified — @Veenoe

#AI #MachineLearning #Transformers #AIForBeginners #kaushalkrsna #LearnAI #AISimplified #MLBasics #Tokenization #Embeddings #PositionalEncoding #NLP #DeepLearning #ChatGPT #BPE #BytePairEncoding #NeuralNetworks #PromptEngineering #AIExplained #LLM

Видео 3 Things That Happen Before AI Even Starts Thinking канала Veenoe
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