Data Science Foundations

What is Data Science?51Data Science Process52Tools and Technologies51Data Types and Structures54Data Cleaning and Preparation57Exploratory Data Analysis51Descriptive Statistics54Inferential Statistics52Machine Learning Algorithms53Principles of Data Visualization52Common Visualization Techniques51Interactive Data Visualization56Ethical Considerations in Data Science53Communicating Data Insights57Data Science in Practice58

Data Management and Storage

Data Management Concepts55Data Storage Concepts55Data Management and Storage Challenges51Data Modeling Concepts54Database Design Principles54Database Management Systems38File Systems51Block Storage52Object Storage54Data Backup and Recovery53Data Replication57Disaster Recovery Planning55Big Data Management58Cloud Data Management54Data Analytics and Data Visualization53

Data Analysis and Visualization

Overview of Data Analysis and Visualization53Data Visualization Principles56Data Cleaning and Transformation51Exploratory Data Analysis54Probability and Sampling Distributions52Hypothesis Testing Procedures56Basic Visualizations58Advanced Visualizations56Data Analysis in Business59Data Analysis in Healthcare50

Machine Learning

Linear Regression51Logistic Regression53Decision Trees57Support Vector Machines50Naive Bayes50Clustering59Dimensionality Reduction52Association Rule Mining54Model Validation56Model Selection52Natural Language Processing58Computer Vision55Healthcare51Finance59

Artificial Intelligence

Definition and History of AI50Types of AI50Applications of AI49Supervised Learning51Unsupervised Learning54Reinforcement Learning59Neural Networks52Convolutional Neural Networks (CNNs)59Recurrent Neural Networks (RNNs)56Ethical Considerations in AI50Social Impact of AI52AI Policy and Regulation55

Cloud Computing

Definition and Characteristics of Cloud Computing52Cloud Service Models51Cloud Deployment Models52Virtualization and Containers54Cloud Storage and Databases57Cloud Networking and Security50Cloud Management Tools and Techniques52Cloud Monitoring and Performance Optimization51Cloud Cost Management and Optimization55Cloud-Native Application Development50Cloud Use Cases and Industry Applications52Emerging Trends and Future of Cloud Computing53

Data Ethics and Privacy

What is Data Ethics?58What is Data Privacy?55The Relationship Between Data Ethics and Privacy55Informed Consent and Transparency43Data Minimization and Purpose Limitation55Fairness and Bias in Data50The General Data Protection Regulation (GDPR)54The California Consumer Privacy Act (CCPA)54Other Relevant Laws and Regulations51Case Studies in Data Ethics and Privacy58Best Practices for Data Ethics and Privacy50The Future of Data Ethics and Privacy52

Data Communication and Networking

Overview of Data Communication and Networking50Network Models and Standards50Data Transmission and Multiplexing58Physical Layer53Data Link Layer56Network Layer53Transport Layer51Application Layer59Network Security54

Data Security

Definition and Scope of Data Security54Threats to Data Security45Principles of Data Security53Physical Security Controls55Technical Security Controls54Administrative Security Controls58Data Security Risk Assessment54Data Security Incident Management50Data Security Compliance57Cloud Security53Internet of Things (IoT) Security57Artificial Intelligence (AI) and Machine Learning (ML) Security57

Data Visualization and Storytelling

What is Data Visualization?51Principles of Data Storytelling55Tools and Technologies for Data Visualization58Data Cleaning and Transformation51Exploratory Data Analysis51Data Visualization Best Practices54Bar Charts and Histograms55Line Charts and Scatterplots57Pie Charts and Treemaps49Interactive Data Visualizations55Geospatial Data Visualization58Time Series Data Visualization51Communicating with Data Visualizations53Ethical Considerations in Data Visualization53Data Visualization in Practice57