Optimizing AI and Machine Learning Solutions : byour ultimate guide to building high-impact ML/AI solutions /

Baig, Mirza Rahim,

Optimizing AI and Machine Learning Solutions : byour ultimate guide to building high-impact ML/AI solutions / Mirza Rahim Baig. - First edition. - 370 pages : illustrations ; 24 cm.

Includes index.

Optimizing a Machine Learning/Artificial Intelligence solution -- ML problem formulation: setting the right objective -- Data collection and pre-processing -- Model evaluation and debugging -- Imbalanced machine learning -- Hyper-parameter tuning -- Parameter optimization algorithms -- Optimizing deep learning models -- Optimizing image models -- Optimizing natural language processing models -- Transfer learning.


"Practical guide to building high-impact ML/AI solutions with optimization at each step: problem formulation, data preparation, model evaluation, hyperparameter tuning, deep learning, transfer learning, and real-world case studies."

9789355519818


Machine learning.
Artificial intelligence.
Data mining.

006.31 / B.M.O