Exploring Optimization Algorithms in Machine Learning: From Theory to Practice

Name: Exploring Optimization Algorithms in Machine Learning: From Theory to Practice
Brand: tredition
SKU: 9783384275837
Price: 450 CZK
Availability: InStock

Autor: Kinky

Jazyk:

Vazba: Brožovaná

Vydavatel: tredition

Dostupnost: Skladem u dodavatele

Odesíláme za 9-15 dnů

450 Kč

Optimization algorithms in machine learning bridge theoretical foundations with practical applicatio...

Informace o knize

Autor

Kinky

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2024

Stránek

340

EAN

9783384275837

ISBN

3384275837

Enbook ID

46199574

Vydavatel

tredition

Hmotnost

576

Rozměry

155 x 234 x 24

Kompletní popis

Optimization algorithms in machine learning bridge theoretical foundations with practical applications, crucial for refining model performance. Techniques like gradient descent, stochastic gradient descent (SGD), and advanced methods such as Adam and RMSprop optimize model parameters to minimize error and enhance accuracy. Theoretical understanding encompasses concepts like convexity, convergence criteria, and adaptive learning rates, essential for algorithm selection based on dataset characteristics.In practice, implementing these algorithms involves tuning hyperparameters and assessing trade-offs between computational efficiency and model effectiveness across diverse datasets. Recent innovations, including meta-heuristic algorithms like genetic algorithms, further expand optimization capabilities for complex, non-linear problems.Mastering optimization algorithms empowers practitioners to navigate challenges in model training and deployment effectively, ensuring robust performance in real-world applications. This comprehensive understanding supports innovation in machine learning, driving advancements in various fields from healthcare to finance and beyond.

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také

Nejčastěji hledané

Categories

Authors

Publishers

Produkty

Produkty

Nejčastěji hledané

Categories

Authors

Publishers

Produkty

Produkty

Exploring Optimization Algorithms in Machine Learning: From Theory to Practice

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také