Machine Learning: Models and Applications

Name: Machine Learning: Models and Applications
Brand: Wordpen Academics
SKU: 9789360847999
Price: 6468.0 INR
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by Sidhartha Patnaik Arpita Munsi

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ISBN13: 9789360847999
Binding: Hardcover
Subject: N/A
Publisher: Wordpen Academics
Publisher Imprint: Wordpen Academics
Publication Date: January 1, 2026
Pages: 160
Original Price: USD 60.0
Language: English
Edition: N/A
Item Weight: 404 grams
BISAC Subject(s): Engineering (General)

About The Book

Introduction to Machine Learning (ML): Provide a foundational understanding of ML as a subset of artificial intelligence focused on enabling systems to learn from data and improve performance without explicit programming. Types of Learning Models: Explore the three main types of ML models-supervised, unsupervised, and reinforcement learning-along with their use cases and differences in training methods. Common Algorithms: Discuss popular ML algorithms such as linear regression, decision trees, support vector machines, k-means clustering, and neural networks, and their strengths in different scenarios. Model Training and Evaluation: Explain the process of training ML models using datasets, and evaluating them with metrics like accuracy, precision, recall, and F1 score to ensure reliability and generalization. Applications Across Industries: Highlight practical applications of ML in fields such as healthcare (diagnosis prediction), finance (fraud detection), agriculture (yield forecasting), and e-commerce (recommendation systems). Data Preparation and Feature Engineering: Emphasize the importance of data cleaning, normalization, and feature selection in building effective ML models. Tools and Frameworks: Introduce key ML tools and libraries like Python, TensorFlow, Scikit-learn, and PyTorch that aid in model development and deployment. Challenges and Ethical Considerations: Address issues such as data bias, overfitting, interpretability, and the ethical implications of deploying ML systems in real-world environments.

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