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Mastering the Machine: ML for the Real World: Turning Models into Impact in the Field

by Dr Rahul Sharma
Save 11% Save 11%
Current price ₹4,368.00
Original price ₹4,933.00
Original price ₹4,933.00
Original price ₹4,933.00
(-11%)
₹4,368.00
Current price ₹4,368.00

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Book cover type: Hardcover
  • ISBN13: 9798900234786
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Notion Press
  • Publisher Imprint: Notion Press
  • Publication Date:
  • Pages: 158
  • Original Price: GBP 38.99
  • Language: English
  • Edition: N/A
  • Item Weight: 404 grams
  • BISAC Subject(s): General

Mastering the Machine: ML for the Real World explores the practical challenges and strategies for implementing machine learning systems beyond controlled research environments. While academic ML often focuses on clean datasets and benchmark accuracy, real-world applications must deal with messy, incomplete, and constantly evolving data. The book emphasizes that success in production ML is less about achieving the highest model accuracy and more about building systems that are scalable, reliable, interpretable, and aligned with business goals. Key themes include the importance of data quality and preprocessing, as most real-world effort goes into cleaning, balancing, and engineering features rather than model selection alone. The text highlights data drift, concept drift, and feedback loops, showing how models degrade over time without proper monitoring and retraining. It also covers model evaluation, stressing that accuracy is insufficient for imbalanced datasets and that fairness, interpretability, and business KPIs must guide decision-making. Overall, the work positions machine learning as not just a technical challenge but a socio-technical system requiring collaboration among data scientists, engineers, and domain experts.

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