Python: From None to Machine Learning

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License
Python Versions
References in the Book
Survey
Python History
Further reading

Agenda

Python: Basics
Python: Intermediate (level 1)
Python: Intermediate (level 2)
Python: Advanced
Python: Design Patterns
Python: Test Driven Development
Python: DevOps, CI/CD
Python: Performance Optimization
Python: Data Science and Analysis
Python: Numpy
Python: Pandas
Python: Microservices
Python: Django
Python: FastAPI
Python: Flask
Python: Graphical User Interface

Install

1. Install
2. Install Python
3. Install Git
4. Install Github
5. Install IDE
6. Install Project
7. Install Doctest

Basics

1. About
2. Syntax
3. Types
4. Iterables
5. Unpack
6. Mappings
7. Conditional
8. Loops
9. Comprehensions
10. Files
11. Functions
12. Exception
13. OOP

Intermediate

1. About
2. Star
3. Match
4. Idiom
5. Generators
6. JSON
7. CSV
8. TOML
9. Pickle
10. Regex
11. Datetime
12. Enum
13. Modules
14. Logging
15. Math
16. Tests

Advanced

1. About
2. Syntax
3. Typing
4. Dataclass
5. OOP
6. Operator
7. Protocol
8. Functional
9. Decorators
10. Performance
11. Multiprocessing
12. Threading
13. AsyncIO

Database

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

Design Patterns

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

Numpy

1. About
2. Create
3. Attributes
4. Random
5. Indexing
6. Operations
7. Methods
8. Statistics
9. Math
10. Polynomial

Pandas

1. About
2. Read
3. To
4. Series
5. DataFrame
6. Date
7. Case Study

Matplotlib

1. About
2. Figure
3. Style
4. Chart
5. Case Study

Stdlib

1. Modules
2. Collections
3. Math
4. Locale
5. Pickle
6. XML
7. Operating System
8. Builtin
9. Loop
10. Performance
11. TKInter

DevOps

1. About
2. Quality
3. Tests
4. Debugging
5. CI/CD

Network

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

Microservices

1. About
2. Protocol
3. Microservices
4. 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
2. FastAPI
3. Pydantic
4. Database
5. Auth
6. DevOps
7. Case Study

Data Science

1. About
2. Jupyter
3. Python
4. 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
13. Articles

OOP

1. Paradigm
2. Python

Dragon

1. English
2. Polish
3. ADR

Python: From None to Machine Learning

1. About
5.12. ORM Aggregate
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5.12. ORM Aggregate¶

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© Copyright 2023, CC-BY-SA-4.0, Matt Harasymczuk <matt@astronaut.center>, last update: 2023-12-04. Revision 58f9026f.

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