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ML with Python Data-Driven Solutions for All Industries: Create ML models using Python's Scikit-learn and Pandas
by Myles, Isandro
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$15.90
Overview
Overview
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 ForAspiring 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.
- Format: Trade Paperback
- Author: Myles, Isandro
- ISBN: 9798264360251
- Condition: New
- Dimensions: 9.00 x 0.51
- Number Of Pages: 240
- Publication Year: 2025
Language:
English