In this section, we will explore various online courses and tutorials that can help you deepen your understanding of databases. These resources are categorized based on the type of database and the level of expertise they cater to. Whether you are a beginner or an advanced learner, you will find something useful here.
Relational Databases
Beginner Level
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Introduction to Databases and SQL - Coursera
- Platform: Coursera
- Duration: 4 weeks
- Description: This course covers the basics of databases and SQL, including how to create and manipulate tables, and how to query data.
- Key Topics:
- Introduction to SQL
- Basic SQL queries
- Data manipulation
- Database design principles
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SQL for Data Science - edX
- Platform: edX
- Duration: 4 weeks
- Description: This course is designed for beginners who want to learn SQL for data analysis. It covers basic SQL syntax and database concepts.
- Key Topics:
- SQL basics
- Data filtering and sorting
- Data aggregation
- Joining tables
Intermediate Level
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Advanced SQL for Data Scientists - DataCamp
- Platform: DataCamp
- Duration: 6 hours
- Description: This course dives deeper into SQL, covering advanced topics such as subqueries, window functions, and performance optimization.
- Key Topics:
- Subqueries and CTEs
- Window functions
- Performance tuning
- Advanced joins
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Database Management Essentials - Coursera
- Platform: Coursera
- Duration: 6 weeks
- Description: This course provides a comprehensive overview of database management, including relational database design, SQL, and database applications.
- Key Topics:
- Database design
- SQL for data management
- Transaction management
- Database security
Advanced Level
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Database Systems Concepts & Design - Udacity
- Platform: Udacity
- Duration: 8 weeks
- Description: This course covers advanced database concepts, including database design, normalization, and query optimization.
- Key Topics:
- Advanced database design
- Normalization techniques
- Query optimization
- Distributed databases
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Mastering SQL - Pluralsight
- Platform: Pluralsight
- Duration: 10 hours
- Description: This course is aimed at experienced SQL users who want to master complex queries and database performance tuning.
- Key Topics:
- Complex SQL queries
- Performance tuning
- Indexing strategies
- Database administration
Non-Relational Databases
Beginner Level
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Introduction to NoSQL Databases - Coursera
- Platform: Coursera
- Duration: 4 weeks
- Description: This course introduces the concepts of NoSQL databases, including key-value stores, document databases, and graph databases.
- Key Topics:
- NoSQL database types
- Key-value stores
- Document databases
- Graph databases
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MongoDB Basics - MongoDB University
- Platform: MongoDB University
- Duration: 3 weeks
- Description: This course covers the basics of MongoDB, a popular document-oriented NoSQL database.
- Key Topics:
- MongoDB installation
- CRUD operations
- Indexing and aggregation
- Data modeling
Intermediate Level
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Advanced NoSQL Data Modeling - Coursera
- Platform: Coursera
- Duration: 6 weeks
- Description: This course covers advanced data modeling techniques for NoSQL databases, including schema design and performance optimization.
- Key Topics:
- Advanced schema design
- Data partitioning
- Performance tuning
- Case studies
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Cassandra for Developers - DataStax Academy
- Platform: DataStax Academy
- Duration: 5 weeks
- Description: This course covers the basics and advanced features of Apache Cassandra, a highly scalable NoSQL database.
- Key Topics:
- Cassandra architecture
- Data modeling
- Query language (CQL)
- Performance tuning
Advanced Level
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Big Data Analysis with HBase - edX
- Platform: edX
- Duration: 6 weeks
- Description: This course covers the use of HBase, a NoSQL database, for big data analysis, including data modeling and performance optimization.
- Key Topics:
- HBase architecture
- Data modeling
- Performance tuning
- Integration with Hadoop
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Mastering Elasticsearch - Udemy
- Platform: Udemy
- Duration: 12 hours
- Description: This course covers advanced topics in Elasticsearch, a powerful search and analytics engine.
- Key Topics:
- Advanced search techniques
- Performance optimization
- Cluster management
- Security and monitoring
Conclusion
These online courses and tutorials provide a comprehensive learning path for anyone interested in databases, from beginners to advanced users. By leveraging these resources, you can build a strong foundation in both relational and non-relational databases, enhance your skills, and stay updated with the latest trends and technologies in the field.
Fundamentals of Databases
Module 1: Introduction to Databases
Module 2: Relational Databases
Module 3: Non-Relational Databases
- Introduction to NoSQL
- Types of NoSQL Databases
- Comparison between Relational and Non-Relational Databases
Module 4: Schema Design
- Principles of Schema Design
- Entity-Relationship (ER) Diagrams
- Transformation of ER Diagrams to Relational Schemas