From Raw Data to Real Insight

From Raw Data to Real Insight

Build Data Products from Python and Machine LearningBy Victor Fontaine
Michael Caine
Listen with Sir Michael Caine™ and 1,000+ voices
Length7h 43m

About this audiobook

data science python pandas matplotlib data visualization. Are you ready to move beyond theory and start applying Python to real analytics work? From Raw Data to Real Insight teaches you to clean, explore, and visualize data using pandas and Matplotlib—answering questions that matter. Whether you're a beginner or a pro, this hands-on tech book guides you through practical projects that transform messy datasets into clear, actionable insights. No fluff, just real-world coding and problem-solving. In this book, you’ll learn to: Master pandas for data cleaning, transformation, and aggregation Create compelling visualizations with Matplotlib that tell a story Explore datasets to uncover patterns and answer key business questions Build end-to-end analytics workflows from raw data to final report Apply Python to real-world scenarios like sales analysis, customer segmentation, and more Victor Fontaine brings years of experience in data analytics and Python instruction, making complex concepts accessible through clear explanations and reproducible code. Each chapter builds on the last, ensuring you gain confidence and competence. If you liked books by [placeholder] or [placeholder], you’ll love this practical, project-driven approach. Stop reading about data science—start doing it. Get your copy today and turn raw data into real insight. This hands-on Python guide is written to be used at the keyboard: every concept is paired with something you can run, adapt, and keep. You move from first principles to real, working results, with the common errors and fixes called out along the way so you are never stuck for long.

Audiobook details

GenreTechnology
Length7 hrs 43 mins
Narrated byListen with 1,000+ voices
FormateBook with Audio
LanguageEnglish

Table of contents

1Introduction
2Preface
3Chapter 1 — The Data Science Workflow and Your First Project Setup
4Chapter 2 — Python Fundamentals for Data Wrangling
5Chapter 3 — Data Acquisition: Loading from Files, APIs, and Databases
Show all chapters
6Chapter 4 — Data Cleaning and Transformation with Pandas
7Chapter 5 — Exploratory Data Analysis and Descriptive Statistics
8Chapter 6 — Visualizing Data for Insights
9Chapter 7 — Probability and Inferential Statistics for Decision Making
10Chapter 8 — Introduction to Machine Learning and the Modeling Pipeline
11Chapter 9 — Feature Engineering for Predictive Performance
12Chapter 10 — Model Evaluation and Cross‑Validation
13Chapter 11 — Hyperparameter Tuning and Ensemble Methods
14Chapter 12 — Advanced Models: Decision Trees, Random Forests, and SVM
15Chapter 13 — Deep Learning Basics with TensorFlow and Keras
16Chapter 14 — Model Interpretation and Explainability
17Chapter 15 — Deploying Your Model with Flask and Streamlit
18Chapter 16 — Working with Big Data: SQL, PySpark, and Cloud Tools
19Chapter 17 — Putting It All Together: The Complete Churn Prediction System
20Chapter 18 — Final Project and Next Steps in Python Data Science

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