Skip to content

Booksellers & Trade Customers: Sign up for online bulk buying at trade.atlanticbooks.com for wholesale discounts

Booksellers: Create Account on our B2B Portal for wholesale discounts

Exploring Optimization Algorithms in Machine Learning: From Theory to Practice

by Kinky
Save 17% Save 17%
Current price ₹1,988.00
Original price ₹2,386.00
Original price ₹2,386.00
Original price ₹2,386.00
(-17%)
₹1,988.00
Current price ₹1,988.00

Imported Edition - Ships in 18-21 Days

Free Shipping in India on orders above Rs. 500

Request Bulk Quantity Quote
+91
Book cover type: Paperback
  • ISBN13: 9783384275837
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Tredition Gmbh
  • Publisher Imprint: Tredition Gmbh
  • Publication Date:
  • Pages: 340
  • Original Price: USD 16.99
  • Language: English
  • Edition: N/A
  • Item Weight: 499 grams
  • BISAC Subject(s): Engineering (General)

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.

Trusted for over 49 years

Family Owned Company

Secure Payment

All Major Credit Cards/Debit Cards/UPI & More Accepted

New & Authentic Products

India's Largest Distributor

Need Support?

Whatsapp Us