Generative AI with Node JS in Hindi #22 How do Embeddings Help?

Embedding

  1. How embedding help to find result
  2. Dimensions in embedding
  3. Generate embedding for string


const animals = [

"Lion",

"Tiger",

"Elephant",

"Giraffe",

"Zebra",

"Monkey",

"Panda",

"Kangaroo",

"Leopard",

"Bear"

];


“2D Embedding: Friendliness vs Size” visualizes different animals on two axes:

  1. X-axis: Represents Friendliness (from –1 to 1)
  2. Negative values (left side): Less friendly or aggressive animals
  3. Positive values (right side): More friendly animals
  4. Y-axis: Represents Size (from –1 to 1)
  5. Higher values (top): Larger animals
  6. Lower values (bottom): Smaller animals