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113734211
Mastering Data Science: A Comprehensive Hands-on Guide
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Item #:
113734211
MKD 2957
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- In the era of data-driven decision-making, Mastering Data Science: A Comprehensive Hands-On Guide serves as an essential resource for aspiring and experienced data scientists alike. Whether you're just getting started or looking to sharpen your skills, this book provides a structured, practical, and hands-on approach to mastering data science.A companion GitHub repository is provided, containing source code used in the book.What You Will Learn:Foundations of Python for Data Science – Understand the fundamentals of Python, control flow, functions, and essential libraries like NumPy and pandas.Data Preparation & Exploratory Data Analysis (EDA) – Learn techniques for data cleaning, handling missing values, feature engineering, and uncovering insights using visualization tools like Matplotlib and seaborn.Statistics and Mathematics for Data Science – Master descriptive and inferential statistics, probability, hypothesis testing, and essential mathematical concepts like linear algebra and calculus.Machine Learning Fundamentals – Dive deep into supervised and unsupervised learning, regression, classification, clustering, and model evaluation with scikit-learn.Advanced Topics in Data Science – Explore big data technologies, deep learning with TensorFlow, natural language processing (NLP), and time series forecasting.Real-World Applications & Model Deployment – Learn how to structure a data science project, implement end-to-end solutions, and deploy machine learning models using Flask and Streamlit.Career Preparation & Best Practices – Build a strong data science portfolio, prepare for interviews, and stay updated with industry trends.Why This Book?Hands-on Learning – Step-by-step practical examples, case studies, and real-world datasets.Comprehensive Coverage – A well-structured curriculum covering everything from Python basics to advanced AI techniques.Expert Guidance – Best practices, optimization tips, and troubleshooting advice for data science workflows.Career-Oriented – Guidance on portfolio building, certifications, and interview preparation.Whether you're an aspiring data scientist, a software engineer transitioning to data science, or a professional looking to upskill, Mastering Data Science is your ultimate companion for excelling in this field.
| Publisher | Independently published |
| Publication date | January 28, 2025 |
| Language | English |
| Print length | 462 pages |
| ISBN-13 | 979-8308675037 |
| Item Weight | 2.35 pounds (1.07 kg) |
| Dimensions | 8.5 x 1.05 x 11 inches (21.6 x 2.7 x 27.9 cm) |
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Mastering Data Science: A Comprehensive Hands-on Guide
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Features & Benefits
- Comprehensive guide for both beginners and experienced data scientists.
- Hands-on approach with practical examples and case studies.
- Covers Python, data preparation, statistics, and machine learning fundamentals.
- Explores advanced topics including deep learning and natural language processing.
- Includes career preparation tips for building a strong portfolio and interview readiness.
- Provides a supportive GitHub repository with useful source code.
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