Python: From None to Machine Learning

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License
Install

Python Basics

1. About
2. Type Numeric
3. Type Logic
4. Type String
5. Sequences
6. Mappings
7. Conditional
8. Exception
9. Loops
10. Comprehensions
11. Files
12. Functions
13. Object Oriented Programming
14. Recap

Python Intermediate

1. About
2. Unpacking
3. Type Annotation
4. Datetime and Timezones
5. CSV
6. JSON
7. Pickle
8. Database
9. Regular Expressions
10. Enum
11. Dataclass
12. Operators
13. Modules and Packages
14. Logging
15. Locale
16. Mathematics
17. Operating System
18. References

Python Advanced

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

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. Array
3. Select
4. Import & Export
5. Math
6. 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

DevOps

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

Network and HTTP

1. About
2. Protocols
3. Transport

Django

FastAPI

1. About
2. HTTP
3. Web
4. API
5. Database
6. Auth
7. DevOps
8. Microservices

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

Other

Tkinter
Database API
Database MySQL
Database PostgreSQL
Database MongoDB
Database ORM
Database Schema Migration
Database Exploration
XML Stdlib
XML Module lxml
XML Parsing HTML
XPATH
XSLT
Assignments
Builtin Functions
Builtin Keywords
Operator Library
Builtin Printing
Comprehensions Nesting
Loop else

Blogposts

1. Machine Learning Introduction

Dragon

1. Dragon (version alpha)
2. Dragon (version beta)
3. Dragon (version release candidate)

Writing Progress
References in the Book
Survey
Python History
14.3. Further reading

Python: From None to Machine Learning

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6.9. DB Schema Migration
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© Copyright 2021, CC-BY-SA-4.0, Matt Harasymczuk <matt@astrotech.io>, last update: 2021-10-09 Revision 9b4364fc.

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