Python: From None to Machine Learning

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License
Install

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. Datetime and Timezones
5. Pickle
6. CSV
7. JSON
8. Regular Expressions
9. Dataclass
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. Performance
7. Concurrency
8. 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 and HTTP

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

Django

FastAPI

1. About
2. Type Annotation
3. JSON
4. HTTP
5. Async
6. FastAPI
7. Pydantic
8. Database
9. Auth
10. DevOps
11. Microservices
12. Appendix

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

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6.9. DB Schema Migration
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6.9. DB Schema Migration¶

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© Copyright 2022, CC-BY-SA-4.0, Matt Harasymczuk <matt@astrotech.io>, last update: 2022-05-27 Revision 585a202a.

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