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Are you poised to elevate your Python expertise and revolutionize the realm of healthcare analytics? Introducing "Advanced Python for Healthcare and Health Data Science" – the definitive guide crafted for professionals who aspire to harness Python's full capabilities in the dynamic and complex landscape of health data science.
Building on the success of our highly acclaimed introductory volume, this comprehensive guide ventures further, revealing sophisticated methodologies that will redefine your approach to medical data analysis. Whether you are a seasoned data scientist, a healthcare analytics expert, or a machine learning aficionado, this book is meticulously tailored to push your boundaries from foundational knowledge to advanced data science techniques.
Inside this guide, you will
A thorough exploration of real-world challenges in health data and Python's solutions.Sophisticated machine learning models specifically developed for predicting, classifying, and decoding health-related phenomena.Advanced strategies for effective management and analysis of extensive datasets using Python's robust libraries, such as pandas, NumPy, and scikit-learn.Comprehensive case studies demonstrating Python's successful application in fields like epidemiology, genomics, and precision medicine.State-of-the-art methods for medical image recognition and processing utilizing Python libraries like OpenCV and TensorFlow.Essential insights on maintaining confidentiality and security in sensitive health data analytics.Scalable solutions leveraging Python's integration with big data frameworks, including Hadoop and Spark.Each chapter is brimming with practical tutorials, insights from experts, and industry best practices, ensuring not only a deep understanding of theoretical concepts but also their effective application in real-world scenarios. Whether your goal is to forecast disease spread, tailor patient treatment, or enhance healthcare operations, this book will serve as your indispensable resource.
Title Page
Introduction to Python in Healthcare
Intermediate Data Manipulation and Analysis
Machine Learning in Healthcare
Genomics and Bioinformatics with Python
Interoperability and Health Information Exchange
Data Privacy &amp Security in Healthcare
Population Health and Epidemiology
Clinical Trials and Research
Epilogue