model quantization ai model compression ai optimization techniques ai performance ai concepts kannada efficient ai models edge ai

AI models powerful ಆಗಿದ್ದರೂಅವು ತುಂಬಾ heavy (large size) ಆಗಿರುತ್ತವೆ. ಈ problem solve ಮಾಡಲು use ಮಾಡುವ technique: Model Quantization Model Quantization ಅಂದ್ರೆ ಏನು? Model quantization ಅಂದ್ರೆ: AI model ನಲ್ಲಿ ಇರುವ numbers (weights) ಅನ್ನುsmaller precision numbers ಆಗಿ convert ಮಾಡುವ process Simple definition: Big model → Smaller model → Same performance (almost) Why quantization important? Without quantization: Model…