CS402BKK

Faculty
Serhii Denysov
Senior algorithms R&D at drawer.ai, Programming and math university teacher.
Course length
Duration
Total hours
Credits
Language
Course type
Fee for single course
Fee for degree students
Skills you’ll learn
With the course, students get basic experience and structured understanding about data storage part of modern software. The course covers main aspects of classic relational databases together with selected NoSQL ones, so students will be able to decide where and how to use both and implement a data handling solution as a combination of several approaches.
With relational databases students will train to build effective SQL queries for data retrieval, data modification and database schema manipulation. Basic relational database optimization and query profiling approaches will also be covered. Basics of selected NoSQL databases will be covered, both theoretically and in practice. Finally, to train the skill of building data storage architecture for an application, students will combine both types of databases in the single project to implement different data-dependent parts of the application in a more efficient way.
Also students will practice using a containerized approach to organizing applications (docker based) and learn the basics of using an ORM.
15 classes
Data storage and manipulation in software applications. History, problems and approaches. Relational database model. Notion of key. Designing simple databases. Tools. SQLite.
Introduction to SQL. SELECT, WHERE, GROUP BY, aggregations, HAVING, ORDER BY. Introduction to JOINs. Practice.
Modeling data. Normalization. Pros and cons. DDL part of SQL. Data types, constraints, schemas. PostgreSQL database engine. Practice.
SQL continued. Subqueries, window functions, advanced JOINs, date manipulation. Practice.
Implementing logic in the database - stored procedures and triggers. Views. Practice.
ACID principles. Transactions. Isolation levels. Deadlocks. Performance problems.
Improving and analyzing select performance. Indices. Usage scenarios, pros and cons. Optimizing for OLAP or OLTP. Practice.
Analyzing query performance. EXPLAIN. Practice.
Mid-term quiz – relational databases.
NoSQL databases, key-value stores. Redis, Memcached. Achieving performance boost with key-value stores. Horizontal scaling with redis. Using docker to containerize database engines for application. Practice with redis.
Document-oriented databases. MongoDB. Manipulating and quering data. Practice with MongoDB.
Final projects inception.
Combining different data storage engines in software projects. OLTP vs OLAP tasks and solutions. Practice.
Processing JSON with PostgreSQL. Horizontal scaling with relational databases using sharding. Practice.
Other effective approaches to data handling. Column storages. In-process databases (DuckDB). Practice with DuckDB.
Specialized solutions (ElasticSearch). Vector databases.
Final project presentation.
Proficiency using computer and software (be ready to install software and use command line tools).
Be confident with programming (python preferred).
Lectures and master classes
Practice sessions
Homeworks
Projects
Serhii has worked in the software engineering industry in different positions for many years. Roles included software developer, system architect, IT consultant, project manager and CTO. He is also an experienced educator and is always glad to help students learn how to start having fun with programming and math and become top-level software developers or R&D engineers.
He has taken part in a long row of business automation projects for different businesses, with many small and several big projects, such as one of the biggest outdoor advertising agency in Ukraine and a country-wide software cash registers company, processing millions of transactions per day. Now he is a senior algorithms R&D in a highly dynamic startup drawer.ai.
See full profileApply for this course
by Serhii Denysov
Total hours
45 Hours
Dates
Sep 09 - Sep 27, 2024
Fee for single course
€1500
Fee for degree students
€750
How to secure your spot
Complete the form below to kickstart your application
Schedule your Harbour.Space interview
If successful, get ready to join us on campus
FAQ
Will I receive a certificate after completion?
Yes. Upon completion of the course, you will receive a certificate signed by the director of the program your course belonged to.
Do I need a visa?
This depends on your case. Please check with the Spanish or Thai consulate in your country of residence about visa requirements. We will do our part to provide you with the necessary documents, such as the Certificate of Enrollment.
Can I get a discount?
Yes. The easiest way to enroll in a course at a discounted price is to register for multiple courses. Registering for multiple courses will reduce the cost per individual course. Please ask the Admissions Office for more information about the other kinds of discounts we offer and what you can do to receive one.