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ML with Python Data-Driven Solutions for All Industries: Create ML models using Python's Scikit-learn and Pandas by Isandro Myles

ML with Python Data-Driven Solutions for All Industries: Create ML models using Python's Scikit-learn and Pandas

by Isandro Myles
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Book cover type: Paperback
  • ISBN13: 9798264360251
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 240
  • Original Price: USD 16.99
  • Language: English
  • Edition: N/A
  • Item Weight: 327 grams
  • BISAC Subject(s): Languages / Python

Harness the power of Python to unlock data-driven insights across industries.

ML with Python is your ultimate guide to building machine learning models that solve real-world problems in business, healthcare, finance, marketing, and beyond. Using Python's Scikit-learn and Pandas, this book equips you with the skills to clean, analyze, and model data efficiently while delivering actionable insights.

Inside, you'll learn how to:

  • Understand the Python ML ecosystem: work with Pandas for data manipulation, Matplotlib/Seaborn for visualization, and Scikit-learn for machine learning.

  • Build supervised learning models for regression and classification tasks to predict outcomes and optimize decision-making.

  • Apply unsupervised learning techniques like clustering and dimensionality reduction to discover hidden patterns in datasets.

  • Utilize data preprocessing techniques: handle missing values, scale features, encode categorical data, and prepare datasets for modeling.

  • Evaluate models using accuracy, precision, recall, F1-score, and ROC-AUC metrics for performance assessment.

  • Implement feature selection and engineering to improve model efficiency and predictive power.

  • Explore real-world projects in marketing analytics, fraud detection, sales forecasting, and healthcare data.

  • Master cross-validation and hyperparameter tuning for robust, reliable models.

  • Automate workflows and build reproducible pipelines for data-driven decision-making.

  • Deploy machine learning solutions that drive measurable results across industries.

Packed with hands-on tutorials, step-by-step examples, and practical exercises, this book is perfect for beginners and professionals looking to leverage Python for machine learning in any sector.

Who This Book Is For

  • Aspiring data scientists and analysts seeking practical Python ML skills

  • Business professionals wanting to apply machine learning to real-world problems

  • Students and researchers exploring data-driven solutions across industries

  • Python developers looking to transition into machine learning and AI

Transform data into actionable insights, solve complex problems, and deliver impactful ML solutions using Python.

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