Програмуваня на Python, SQL. Збір та очитка даних (EDA). Вибір моделі. побудова моделі, навчання моделі, налаштування. Оцінка

Python core units
1. Introduction to PythonUnit 2. Flow control and functionsUnit 3. Working with date, time and advanced string operationsUnit 4. Working with files and the modular systemUnit 5. Functional programming and built-in Python modulesUnit 6. Basics of working with classesUnit 7. Advanced object-oriented programming in Python 8. Serialization and copying objects in PythonData Science and Machine Learning units:
1. Python Development. DockerUnit 2. Introduction to SQL databasesUnit 3. NoSQL basics on the example of MongoDBUnit 4. Introduction to Data ScienceUnit 5. EDA. Basics of statisticsUnit 6. Classical machine learning 7. Classification. Model evaluationUnit 8. Other supervised learning algorithms 9. Unsupervised learningUnit 10. Recommender systems 11. Deep learningUnit 12. NNs Hyperparameters tuning 13. Convolutional neural networksUnit 14. Sequence Models 15. Intro to NLP. State of the art NN 16. Dash interactive web applications