Python: From None to Machine Learning
latest
  • License
  • Install
  • Python Versions

Python Basics

  • 1. About
  • 2. Syntax
  • 3. Types
  • 4. Sequences
  • 5. Mappings
  • 6. Conditional
  • 7. Exception
  • 8. Loops
  • 9. Comprehensions
  • 10. Files
  • 11. Functions
  • 12. Object Oriented Programming
  • 13. Recap

Python Intermediate

  • 1. About
  • 2. Unpack
  • 3. Type Annotation
  • 4. Dataclass
  • 5. Pickle
  • 6. CSV
  • 7. JSON
  • 8. Regular Expressions
  • 9. Datetime and Timezones
  • 10. Operator
  • 11. Enum
  • 12. Logging
  • 13. Modules and Packages
  • 14. Locale
  • 15. Mathematics
  • 16. Tests
  • 17. References

Python Advanced

  • 1. About
  • 2. Generators
  • 3. Functional Programming
  • 4. Decorators
  • 5. Object Oriented Programming
  • 6. Protocols
  • 7. Performance
  • 8. Concurrency
  • 9. Recap

Database

  • 1. About
  • 2. Theory
  • 3. Normalization
  • 4. NoSQL
  • 5. SQL
  • 6. SQLite3
  • 7. SQLAlchemy
  • 8. Case Study

Design Patterns

  • 1. About
  • 2. UML
  • 3. OOP
  • 4. Idioms
  • 5. Protocols
  • 6. Decorators
  • 7. Behavioral
  • 8. Structural
  • 9. Creational
  • 10. Practices
  • 11. Paradigms

Numpy

  • 1. About
  • 2. Create
  • 3. Attributes
  • 4. Indexing
  • 5. Methods
  • 6. Random
  • 7. Operations
  • 8. Statistics
  • 9. Math
  • 10. Import & Export
  • 11. Polynomial
  • 12. References

Pandas

  • 1. About
  • 2. Import & Export
  • 3. Series
  • 4. DataFrame
  • 5. Date
  • 6. Recap
  • 7. Case Studies

Matplotlib

  • 1. About
  • 2. Figure
  • 3. Style
  • 4. Chart
  • 5. Advanced
  • 6. Recap

Stdlib

  • 1. Modules and Packages
  • 2. Mathematics
  • 3. XML
  • 4. Operating System
  • 5. Builtin
  • 6. Looping

DevOps

  • 1. About
  • 2. Good Engineering Practices
  • 3. Tests
  • 4. Debugging
  • 5. Type Annotation
  • 6. CI/CD

Network

  • 1. About
  • 2. Protocols
  • 3. Web
  • 4. Transport

HTTP and Microservices

  • 1. HTTP Protocol
  • 2. Microservices
  • 3. Auth

Django

  • 1. About
  • 2. Conf
  • 3. Models
  • 4. Admin
  • 5. Orm
  • 6. Views
  • 7. Utils
  • 8. API
  • 9. DevOps
  • 10. Async

FastAPI

  • 1. About
    • 1.1. About Entry Test
    • 1.2. About Agenda
  • 2. Type Annotation
    • 3.6. Type Annotation Extra
    • 3.7. Type Annotation Deprecated
  • 3. JSON
    • 7.1. JSON About
    • 7.2. JSON String
    • 7.3. JSON File
    • 7.4. JSON Encoder
    • 7.5. JSON Decoder
    • 7.6. JSON Object
  • 4. HTTP
  • 5. Async
    • 8.1. About
    • 8.2. AsyncIO About
    • 8.3. AsyncIO Awaitable
    • 8.4. AsyncIO Coroutine
    • 8.5. AsyncIO Sleep
    • 8.6. AsyncIO Run
    • 8.7. AsyncIO Wait
    • 8.8. AsyncIO Wait For
    • 8.9. AsyncIO Task
    • 8.20. AsyncIO Context Manager
  • 6. FastAPI
    • 6.1. FastAPI About
    • 6.2. FastAPI Install
    • 6.3. FastAPI Architecture
    • 6.4. FastAPI Schema
    • 6.5. FastAPI Documentation
    • 6.6. FastAPI GET
    • 6.7. FastAPI POST
    • 6.8. FastAPI Status
    • 6.9. FastAPI Cookies
    • 6.10. FastAPI Headers
    • 6.11. FastAPI Files
    • 6.12. FastAPI WebSockets
    • 6.13. FastAPI Middleware
    • 6.14. FastAPI Background Tasks
  • 7. Pydantic
    • 7.1. Pydantic Models
    • 7.2. Pydantic Schema
    • 7.3. Pydantic Types Stdlib
    • 7.4. Pydantic Types Custom
    • 7.5. Pydantic Types Constrained
    • 7.6. Pydantic Validator
    • 7.7. Pydantic Settings
  • 8. Database
    • 8.1. Database ORM
    • 8.2. Database Auth
    • 8.3. User Create
    • 8.4. Database Relationship
  • 9. Auth
    • 9.1. Auth Basic
    • 9.2. Auth JSON Web Token
  • 10. DevOps
    • 10.1. FastAPI Test Sync
    • 10.2. FastAPI Test Async
    • 10.3. DevOps Docker
    • 6.1. CI/CD Devtools Ecosystem
  • 11. Microservices
  • 12. Appendix
    • 12.1. Further Reading

Data Science

  • 1. About
  • 2. Jupyter
  • 3. Python
  • 4. Data Visualization
  • 5. Scipy

Machine Learning

  • 1. About
  • 2. Introduction
  • 3. Sklearn
  • 4. Model Quality
  • 5. Decision Trees
  • 6. Regressions
  • 7. K-Nearest Neighbors
  • 8. Bayes
  • 9. Support Vector Machines
  • 10. Clustering
  • 11. Neural Networks
  • 12. References

Object Oriented Programming

  • 1. Paradigm
  • 2. Python
  • 3. Dynamic Typing

Blogposts

  • 1. Machine Learning Introduction

Dragon

  • 1. Dragon (version alpha)
  • 2. Dragon (version beta)
  • 3. Dragon (version release candidate)
  • 4. Moon Landing
  • 5. Dragon ADR Init Name
  • 6. Dragon ADR Init Position
  • 7. Dragon ADR Position Set
  • 8. Dragon ADR Position Change
  • 9. Dragon ADR Damage Make
  • 10. Dragon ADR Damage Take
  • Writing Progress
  • References in the Book
  • Survey
  • Python History
  • 13.3. Further reading
Python: From None to Machine Learning
  • Docs »
  • 1. About
  • Edit on GitHub

1. About¶

About

  • 1.1. About Entry Test
  • 1.2. About Agenda

2. Type Annotation¶

Type Annotation

  • 3.6. Type Annotation Extra
  • 3.7. Type Annotation Deprecated

3. JSON¶

JSON

  • 7.1. JSON About
  • 7.2. JSON String
  • 7.3. JSON File
  • 7.4. JSON Encoder
  • 7.5. JSON Decoder
  • 7.6. JSON Object

4. HTTP¶

5. Async¶

Async

  • 8.1. About
  • 8.2. AsyncIO About
  • 8.3. AsyncIO Awaitable
  • 8.4. AsyncIO Coroutine
  • 8.5. AsyncIO Sleep
  • 8.6. AsyncIO Run
  • 8.7. AsyncIO Wait
  • 8.8. AsyncIO Wait For
  • 8.9. AsyncIO Task
  • 8.20. AsyncIO Context Manager

6. FastAPI¶

API

  • 6.1. FastAPI About
  • 6.2. FastAPI Install
  • 6.3. FastAPI Architecture
  • 6.4. FastAPI Schema
  • 6.5. FastAPI Documentation
  • 6.6. FastAPI GET
  • 6.7. FastAPI POST
  • 6.8. FastAPI Status
  • 6.9. FastAPI Cookies
  • 6.10. FastAPI Headers
  • 6.11. FastAPI Files
  • 6.12. FastAPI WebSockets
  • 6.13. FastAPI Middleware
  • 6.14. FastAPI Background Tasks

7. Pydantic¶

Pydantic

  • 7.1. Pydantic Models
  • 7.2. Pydantic Schema
  • 7.3. Pydantic Types Stdlib
  • 7.4. Pydantic Types Custom
  • 7.5. Pydantic Types Constrained
  • 7.6. Pydantic Validator
  • 7.7. Pydantic Settings

8. Database¶

API

  • 8.1. Database ORM
  • 8.2. Database Auth
  • 8.3. User Create
  • 8.4. Database Relationship

9. Auth¶

Auth

  • 9.1. Auth Basic
  • 9.2. Auth JSON Web Token

10. DevOps¶

DevOps

  • 10.1. FastAPI Test Sync
  • 10.2. FastAPI Test Async
  • 10.3. DevOps Docker
  • 6.1. CI/CD Devtools Ecosystem

11. Microservices¶

12. Appendix¶

Appendix

  • 12.1. Further Reading
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© Copyright 2022, CC-BY-SA-4.0, Matt Harasymczuk <matt@astrotech.io>, last update: 2022-08-11 Revision 40788142.

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