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goit_python_ds_hw_02 icon goit_python_ds_hw_02

Модуль 2. Знайомство з Pandas, Аналіз файлів, Аналіз датасет c Kaggle.com.  Python Data Science. Homework.

goit_python_ds_hw_03 icon goit_python_ds_hw_03

Модуль 3. Класичне машинне навчання. Перенавчання. Лінійна регресія. LaTeX формули.

goit_python_ds_hw_04 icon goit_python_ds_hw_04

Модуль 4. Класифікація та оцінка роботи моделі. Лінійна регресія: перенавчання та регуляризація

goit_python_ds_hw_05 icon goit_python_ds_hw_05

Метод опорних векторів -Support Vector Machine, SVM. Дерева рішень - RandomForestClassifier, XGBClassifier

goit_python_ds_hw_06 icon goit_python_ds_hw_06

Модуль 6. Навчання без вчителя.  Кластерізація. KMeans. Principal Component Analysis

goit_python_ds_hw_09 icon goit_python_ds_hw_09

Модуль 9. Підбір гіперпараметрів НМ. Глибоке навчання. Tensorflow. Keras.

goit_python_ds_hw_11 icon goit_python_ds_hw_11

Модуль 11. Рекурентні нейронні мережі. Tensorflow. Keras.

goit_python_web_hw_01 icon goit_python_web_hw_01

GoIT, Python WEB, Homework number 01, 02. Based on Team project of Python Core. Abstract. UML Diagram, VENV Classes.

goit_python_web_hw_09 icon goit_python_web_hw_09

GoIT, Python WEB, Homework number 09. Web-scraping. BeautifulSoup. NoSQL. MongoDB. Scrapy. Docker.

goit_python_web_hw_11 icon goit_python_web_hw_11

GoIT, Python WEB, Homework number 11. FastAPI. PostgreSQL. Docker. REST API. ORM SQLAlchemy. Pydantic. Jinga. Alembic.

goit_python_web_hw_12 icon goit_python_web_hw_12

GoIT, Python WEB, Homework number 12. FastAPI. PostgreSQL. Docker. REST API. ORM SQLAlchemy. Pydantic. Bootstraps CSS. Jinga. Alembic. OAuth2. JWT.

goit_python_web_hw_13 icon goit_python_web_hw_13

GoIT, Python WEB, Homework number 13. FastAPI. PostgreSQL. Docker. REST API. ORM SQLAlchemy. Pydantic. Bootstraps CSS. Jinga. Alembic. OAuth2. JWT. Redis. Cloudinary. Limits

goit_python_web_hw_14 icon goit_python_web_hw_14

GoIT, Python WEB, Homework number 14. Documentation. Testing. PyTest. Unittest. PyDoc. Sphinx. PyTest-cov. Deploy koyeb.com

goit_python_web_project_pixels_deploy icon goit_python_web_project_pixels_deploy

GoIT, Python WEB, Project. FastAPI. PostgreSQL. Docker. REST API. ORM SQLAlchemy. Pydantic. Bootstraps CSS. Jinga. Alembic. OAuth2. JWT. Redis. Cloudinary. Limits

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