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Python

Core

Intro
Syntax
- Operators
  - Order
- Keywords
  - Is in array (in)
  - yield
- Functions
  - Parameters
- OOP
- Exceptions
  - Try/except
- Decorators
Data types
- Basic
  - str
  - list
  - dict
  - set
- Datetime
Imports
Files & folders
- Pathlib
Constructs
- Iterator
- Data class
Cli arguments
- Argparse
Packages
Interpreter
- Build

Standard library

Intro
collections
Unittest
Logging
Linting
- Annotations
  - Annotation cases
- Tools
re
- Match/Search
Concurrency
- Multiprocessing
  - Pool
  - Start methods
- Threading
Tracemalloc
Hashlib
Zipfile
Socket

Pandas

Intro
Data types
- Date & time
- Columns by types
Creating & loading
Data transformations
- Groupby
  - groupby parameters
  - Usage options
Data selecting
Data visualisation
Styles
Display options
Inline column add (assign)

Scikit-learn

Intro
Data transform
Grid search CV
Saving models
Nearest neighbors
- Metric

Torch

Intro
Tensor
Loss functions
Gradient
Layers
Managing network
- Sequential
- Saving model
Devices
Data primitives
- Data set
Vision
Examples

FastAPI

Intro
Run application
Requests
- Request object
- Pydantic model
Responses
- JSON
- Exceptions
Logging
Documentation
- Parameters
Cache
CORS

Visualisation

Matplotlib
- matplotlib tables
- Gif creation
Seaborn
Plotly
Dash

SQL

Psycopg
Clickhouse
sqlite
SQLAlchemy
- Metadata
- Create table
- Query
- Add record
- Relations

DS/ML

Intro
Numpy
Jupyter
- IPython
  - Syntax
  - Reload modules
- Kernel
  - Run from jupyter
- Client
- Traitlets
  - Application
Hugging Face
- Hub
- Tokenizers
- Transformers
  - Pipeline
  - Tokenizer
Airflow
Geopy
- Distances
- Request
Ranx
- Queries documents entry
MLflow
- Configuration
- Tracking
  - Runs
  - Experiment
- Example of usе
- Deploy
- Custom model
- Flavours
LangChain
Spark
Optuna

Packages

Packages
To excel import
Jinja
Docker SDK
- Containers
APScheduler
Selenium
TQDM
Redis
- Redis client
Requests
Tkinter

Index

By Fedor Kobak

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