Data analytics essentials you always wanted to know: from raw data to actionable insights - journey through the essentials of data analytics/ Bianca Szasz
Material type:
- 9781636511184
- 005.74 SZA
includes bibliography
1. Introduction to Data Analytics
1.1 What is Data Analytics?
1.2 How is Data Analytics Different From Data Science?
1.3 The Importance of Data Analytics in Today's World
1.4 Brief History of Data Analytics
1.5 Key Concepts in Data Analytics
Quiz
Chapter Summary
2. Data Collection and Management
2.1 Planning for Data Collection
2.2 Sources of Data
2.3 Types of Data
2.4 Data Preprocessing
2.5 Data Storage and Retrieval
Quiz
Chapter Summary
3. Types of Data Analytics
3.1 Descriptive Analytics
3.2 Inferential Analytics
3.3 Predictive Analytics
3.4 Prescriptive Analytics
Quiz
Chapter Summary
4. Techniques and Tools for Data Analytics
4.1 Data Analytics Techniques
4.2 Data Analytics Tools
4.3 Best Practices
Quiz
Chapter Summary
5. What Does a Data Analyst Do?
5.1 The Data Analytics Process
5.2 Defining the Questions
5.3 Collecting Data
5.4 Cleaning the Data
5.5 Analyzing the Data
5.6 Visualizing and Sharing the Findings
Quiz
Chapter Summary
6. Big Data Analytics
6.1 What is Big Data?
6.2 Challenges of Big Data Analytics
6.3 Technologies for Big Data Analytics
6.4 Case Studies in Big Data Analytics
6.5 The Future of Big Data Analytics
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Chapter Summary
7. Ethics and Privacy in Data Analytics
7.1 Ethics in Data Analytics
7.2 Privacy in Data Analytics
7.3 Regulatory Frameworks for Data Analytics
7.4 Future of Ethics and Privacy in Data Analytics
Quiz
Chapter Summary
8. Real-World Case Studies on Data Analytics
8.1 Case Study 1: Walmart - Transforming Retail through Data Analytics
8.2 Case Study 2: Netflix Recommendation System
8.3 Case Study 3: Improving Healthcare Outcomes with Data
Analytics – the Oxford/AstraZeneca COVID-19 vaccine
Quiz
Chapter Summary
9. Glossary
Data analytics is becoming increasingly important in today's data-driven society, and so has the demand for data analysts. Data Analytics Essentials You Always Wanted to Know (Data Analytics Essentials) is a comprehensive yet succinct manual, perfect for you if you are trying to understand the fundamentals of data analytics. It gives a concise introduction to data analytics and its current applicability. This book is a great tool for professionals switching to a career in data analytics and for students who want to learn the basics of data analytics. It will give you a strong foundation by explaining everything in an easy-to-understand language
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