Python - from None to AI

Title	Python - from None to AI
Author	Matt Harasymczuk <matt@python3.info>
Language	English
ISBN	978-83-957186-2-5
Year	2015-2025
Access	https://www.python3.info
License	https://www.python3.info/LICENSE.html

Trainings

• In English

• In Polish

• List of training courses

Author

• Matt Harasymczuk

• About

• Email

• Linkedin

• Facebook

• Github

Director of Human Spaceflight Training at the AATC. Director of the project OTTER (Orbital Technologies and Tools for Extravehicular Research) for the International Institute for Astronautical Sciences. Lead instructor for "Fundamentals of Underwater Analog EVA" and "Engineering for Underwater Environments" at IIAS. Former engineer at the European Space Agency, Project Manager with the Polish Air Navigation Services Agency, and Process Architecture Main Specialist at the Center for Information Technology with the Polish Ministry of Interior. Additionally, a former Software Engineer at MIH Allegro Group and a software engineering trainer/consultant at Sages.

Holds an M.Sc. in Aerospace and Astronautics from the Polish Air Force Academy and a B.Sc. in Software Engineering. Also holds postgraduate diplomas in Extreme Medicine, Analytical Chemistry, Applied Geophysics, Air Traffic Control, and a European Master in Radiation Biology from SCK CEN in Belgium. Recipient of the Copernicus Medal for creating foundations for human spaceflight in Poland and first prize for Best Educational Initiative in the Global Space Balloon Challenge 2019.

Certifications include hypoxic trimix instructor, technical diving instructor, Closed Circuit Rebreather (CCR) diver, PADI IDC Staff Instructor, NAUI Instructor, IANTD Instructor, and Scientific Diver, in accordance with the standards of Florida International University and the American Academy of Underwater Sciences. Awarded the PADI Certificate of Excellence and the PADI Elite Instructor Award. Additionally, a glider pilot trained in combat medicine (TCCC, ACLS) and SERE levels A and B. An investor and co-founder of the AATC habitat and Analog Astronaut Training Center.

Involved in developing HabitatOS, a proof-of-concept operating system for Moon and Mars habitats. Four-time analog astronaut in roles such as Crew Medical Officer, ECLSS Engineer, Executive Officer, and Commander of Analog Colony 1 (31 participants). Supported 93 analog missions as MCC, Principal Investigator, and Capcom. PoSSUM Scientist-Astronaut with advanced courses in "Spaceflight Physiology," "Spacecraft Egress, Sea Survival, and Rescue Operations," "Advanced Egress and Post-Landing Space Suit Evaluation," and "Lunar and Martian Atmospheric and Geological Science and EVA Tools Development." Flown parabolic flights with ESA/Novespace. Collaborated with the European Space Agency on a Subjective Time Perception experiment for analog astronauts and participated in Moon Village concept workshops. Co-designed two pressurized training surface exploration spacesuits (LEM), two underwater training suits, and a pressurized visor-down underwater suit. Consulted over 100 organizations in project management and software engineering. Trained over 31k people in software engineering during more than 10k hours of workshops and public events.

Led the project management transformation for the Center of Information Technology at the Polish Ministry of Interior. Author of several books, including "Python - From None to AI," "Software Engineering: DevOps, CI/CD, Software Quality Assurance, and Systems Architecture," "Astronaut Selection and Training for Long Duration Spaceflight and Extravehicular Activity," and "Geophysics Experiments from Apollo Lunar Surface Experiments Package."

Designed and flight-tested a human centrifuge Soyuz MS acceleration profile for launch, ascent, reentry, descent, landing, and contingencies such as abort launch and ballistic reentry. First to flight-test LEM suits in the human centrifuge and high-altitude chamber (to 10 km / 33k ft). Currently involved in the development of neutral buoyancy and parabolic flight tests of the Advanced Crew Medical Restraint System for commercial astronaut ACLS and CPR procedures. Instructor of Emergency First Response for both primary and secondary child/adult care with AED.

• Learn more about Matt

• Other books from the author

About

• License
• Install
• Python Versions
• Python History
• Links
• References

Basics

Basics

• 1. About
  • 1.1. About Program
  • 1.2. About Agenda
  • 1.3. About Certificate
  • 1.4. About Survey
  • 1.5. About Install
  • 1.6. About IDE
  • 1.7. About Tutorial
  • 1.8. About Language
• 2. Syntax
  • 2.1. Syntax Identifiers
  • 2.2. Syntax Comments
  • 2.3. Syntax Types
  • 2.4. Syntax Print
  • 2.5. Syntax Operators
  • 2.6. Syntax Convention
• 3. Numeric
  • 3.1. Numeric Int
  • 3.2. Numeric Float
  • 3.3. Numeric Recap
• 4. Logic
  • 4.1. Logic Bool
  • 4.2. Logic None
• 5. Strings
  • 5.1. String Str
  • 5.2. String Input
  • 5.3. String Immutable
  • 5.4. String Methods
• 6. Iterables
  • 6.1. Iterable Tuple
  • 6.2. Iterable List
  • 6.3. Iterable Set
  • 6.4. Iterable Recap
• 7. Mappings
  • 7.1. Mapping Dict
  • 7.2. Mapping Items
  • 7.3. Mapping Getitem
  • 7.4. Mapping Setitem
  • 7.5. Mapping Delitem
  • 7.6. Mapping Recap
• 8. Nested
  • 8.1. Nested List of Lists
  • 8.2. Nested List of Tuples
  • 8.3. Nested List of Dicts
  • 8.4. Nested List of Many
  • 8.5. Nested Recap
• 9. Unpack
  • 9.1. Unpack Getitem
  • 9.2. Unpack Slice
  • 9.3. Unpack Assignment
  • 9.4. Unpack Recap
• 10. Conditional
  • 10.1. Conditional Logic
  • 10.2. Conditional If
  • 10.3. Conditional Else
  • 10.4. Conditional Elif
  • 10.5. Conditional Expression
  • 10.6. Conditional Recap
• 11. While
  • 11.1. While About
  • 11.2. While Patterns
  • 11.3. While Break
  • 11.4. While Continue
  • 11.5. While Recap
• 12. For
  • 12.1. For About
  • 12.2. For Nested
  • 12.3. For Unpack
  • 12.4. For Patterns
  • 12.5. For Dict
  • 12.6. For Recap
• 13. Comprehensions
  • 13.1. Comprehension About
  • 13.2. Comprehension Types
  • 13.3. Comprehension Slice
  • 13.4. Comprehension Map
  • 13.5. Comprehension Filter
  • 13.6. Comprehension Nested
  • 13.7. Comprehension Performance
• 14. Files
  • 14.1. File Path
  • 14.2. File Open
  • 14.3. File Modes
  • 14.4. File Write
  • 14.5. File Append
  • 14.6. File Read
  • 14.7. File Recap
• 15. Functions
  • 15.1. Function Definition
  • 15.2. Function Return
  • 15.3. Function Parameters
  • 15.4. Function Arguments
  • 15.5. Function Scope
  • 15.6. Function Recap
• 16. Exceptions
  • 16.1. Exception About
  • 16.2. Exception Raise
  • 16.3. Exception Catching
  • 16.4. Exception Traceback
• 17. OOP
  • 17.1. OOP About
  • 17.2. OOP Class
  • 17.3. OOP Instance
  • 17.4. OOP Method
  • 17.5. OOP Field
  • 17.6. OOP Init
  • 17.7. OOP State
  • 17.8. OOP Stringification
  • 17.9. OOP Inheritance
  • 17.10. OOP Override
  • 17.11. OOP UML
  • 17.12. OOP Recap
• 18. Modules
  • 18.1. Modules Stdlib
  • 18.2. Modules Install
  • 18.3. Modules Import
• 19. Recap
  • 19.1. Recap About
  • 19.2. Recap Project

Intermediate

Intermediate

• 1. About
  • 1.1. About Install
  • 1.2. About Agenda
  • 1.3. About Tutorial
  • 1.4. About Entry Test
  • 1.5. About Survey
  • 1.6. About Certificate
  • 1.7. About Program
  • 1.8. About Program
• 2. Syntax
  • 2.1. Syntax Underscore
  • 2.2. String Literals
• 3. Star
  • 3.1. Star Assignment
  • 3.2. Star Signature
  • 3.3. Star Parameters
  • 3.4. Star Arguments
  • 3.5. Star Recap
• 4. Enum
  • 4.1. Enum About
  • 4.2. Enum IntEnum
  • 4.3. Enum StrEnum
  • 4.4. Enum Auto
  • 4.5. Enum Flag
  • 4.6. Enum Check
  • 4.7. Enum Built-in
  • 4.8. Enum Use Cases
• 5. Match
  • 5.1. Match About
  • 5.2. Match Literal
  • 5.3. Match Or
  • 5.4. Match Wildcard
  • 5.5. Match Capture
  • 5.6. Match Constant
  • 5.7. Match Sequence
  • 5.8. Match Mapping
  • 5.9. Match Class
  • 5.10. Match Guard
  • 5.11. Match Subpattern
  • 5.12. Match Walrus
• 6. Encoding
  • 6.1. Encoding About
  • 6.2. Encoding ASCII
  • 6.3. Encoding ASCII Extended
  • 6.4. Encoding ISO
  • 6.5. Encoding Windows
  • 6.6. Encoding UTF-8
  • 6.7. Encoding Binary Files
  • 6.8. Encoding File
• 7. Regex
  • 7.1. Regex Syntax About
  • 7.2. Regex Literal Character
  • 7.3. Regex Literal Alternative
  • 7.4. Regex Literal Enumeration
  • 7.5. Regex Literal Range
  • 7.6. Regex Syntax Dot
  • 7.7. Regex Anchor
  • 7.8. Regex Negation
  • 7.9. Regex Class Numeric
  • 7.10. Regex Class Whitespace
  • 7.11. Regex Class Boundary
  • 7.12. Regex Character Class
  • 7.13. Regex Quantifier Exact
  • 7.14. Regex Quantifier Greedy
  • 7.15. Regex Quantifier Lazy
  • 7.16. Regex Quantifier Recap
  • 7.17. Regex Positional Group
  • 7.18. Regex Named Group
  • 7.19. Regex Non-Capturing Group
  • 7.20. Regex Comment Group
  • 7.21. Regex Atomic Group
  • 7.22. Regex Backreference
  • 7.23. Regex Flag
  • 7.24. Regex Look Ahead/Behind
  • 7.25. Regex Flavors
  • 7.26. Regex Recap
  • 7.27. Regex RE Findall
  • 7.28. Regex RE Finditer
  • 7.29. Regex RE Search
  • 7.30. Regex RE Match
  • 7.31. Regex RE Compile
  • 7.32. Regex RE Substitute
  • 7.33. Regex RE Split
  • 7.34. Regex Case Study
  • 7.35. Regex Cheatsheet
• 8. Datetime
  • 8.1. Datetime Create
  • 8.2. Datetime ISO Standard
  • 8.3. Datetime Standards
  • 8.4. Datetime Directives
  • 8.5. Datetime Format
  • 8.6. Datetime Parse
  • 8.7. Datetime Timedelta
  • 8.8. Datetime Timestamp
  • 8.9. Datetime Time Utils
  • 8.10. Datetime Timezone
  • 8.11. Datetime Tzdata
  • 8.12. Datetime Cheatsheet
  • 8.13. Datetime Recap
• 9. Idiom
  • 9.1. Idiom Sum
  • 9.2. Idiom Min
  • 9.3. Idiom Max
  • 9.4. Idiom Any
  • 9.5. Idiom All
  • 9.6. Idiom Sorted
  • 9.7. Idiom Vars
  • 9.8. Idiom Dir
  • 9.9. Idiom Patterns
• 10. Iterator
  • 10.1. Iterator About
  • 10.2. Iterator Range
  • 10.3. Iterator Reversed
  • 10.4. Iterator Enumerate
  • 10.5. Iterator Zip
  • 10.6. Iterator Chain
  • 10.7. Iterator Permutations
  • 10.8. Iterator Product
  • 10.9. Iterator Cycle
  • 10.10. Iterator Count
  • 10.11. Iterator Batched
  • 10.12. Iterator ISlice
  • 10.13. Iterator Starmap
  • 10.14. Iterator Repeat
  • 10.15. Iterator Itertools
• 11. OOP
  • 11.1. OOP Str
  • 11.2. OOP Repr
  • 11.3. OOP Format
  • 11.4. OOP Mutability
  • 11.5. OOP Property
• 12. Serialization
  • 12.1. Serialization About
  • 12.2. Serialization Dump
  • 12.3. Serialization Load
  • 12.4. Serialization Normalization
  • 12.5. Serialization Recap
• 13. Pickle
  • 13.1. Pickle About
  • 13.2. Pickle Dump
  • 13.3. Pickle Dumps
  • 13.4. Pickle Dump
  • 13.5. Pickle Loads
  • 13.6. Pickle Load
  • 13.7. Pickle Objects
  • 13.8. Pickle Objects
• 14. TOML
  • 14.1. TOML About
  • 14.2. TOML Load
  • 14.3. TOML Use Case
• 15. CSV
  • 15.1. CSV About
  • 15.2. CSV Writer
  • 15.3. CSV Reader
  • 15.4. CSV DictWriter
  • 15.5. CSV DictReader
  • 15.6. CSV Non-Standard
  • 15.7. CSV Recap
• 16. JSON
  • 16.1. JSON About
  • 16.2. JSON Dump
  • 16.3. JSON Load
  • 16.4. JSON Encoder
  • 16.5. JSON Decoder
  • 16.6. JSON Object
  • 16.7. JSON Recap
• 17. Pathlib
  • 17.1. File Path
  • 17.2. Pathlib Dirs
  • 17.3. Pathlib Files
• 18. Logging
  • 18.1. Logging About
  • 18.2. Logging Levels
  • 18.3. Logging Formatters
  • 18.4. Logging Config Basic
  • 18.5. Logging Handlers
  • 18.6. Logging Config File
  • 18.7. Logging Rotation
  • 18.8. Logging Optimization
  • 18.9. Logging Use Cases
• 19. Modules
  • 19.1. Module Layout
  • 19.2. Module Import
  • 19.3. Module Zipapp
  • 19.4. Module pyproject.toml
  • 19.5. Module venv
  • 19.6. Module pip
• 20. Recap
  • 20.1. About Exit Test

Advanced

Advanced

• 1. About
  • 1.1. About Program
  • 1.2. About Agenda
  • 1.3. About Survey
  • 1.4. About Install
  • 1.5. About Tutorial
  • 1.6. About Entry Test
  • 1.7. About Certificate
• 2. Syntax
  • 2.1. Syntax Assignment Expression
  • 2.2. Syntax Exceptions
• 3. Typing
  • 3.1. Typing About
  • 3.2. Typing Basic
  • 3.3. Typing Advanced
  • 3.4. Typing Iterable
  • 3.5. Typing Mapping
  • 3.6. Typing Nested
  • 3.7. Typing TypedDict
  • 3.8. Typing NamedTuple
  • 3.9. Typing Callable
  • 3.10. Typing Type
  • 3.11. Typing Alias
  • 3.12. Typing Variance
  • 3.13. Typing TypeVar
  • 3.14. Typing Annotated
  • 3.15. Typing Check
  • 3.16. Typing Annotate
  • 3.17. Typing Cython
  • 3.18. Typing Mypyc
• 4. OOP Dataclass
  • 4.1. Dataclass About
  • 4.2. Dataclass Definition
  • 4.3. Dataclass Relations
  • 4.4. Dataclass KWonly
  • 4.5. Dataclass Postinit
  • 4.6. Dataclass Mutability
  • 4.7. Dataclass Field
  • 4.8. Dataclass Parameters
  • 4.9. Dataclass Helpers
  • 4.10. Dataclass Inheritance
  • 4.11. Dataclass Metadata
• 5. OOP Paradigm
  • 5.1. OOP Slots
  • 5.2. OOP Equality
  • 5.3. OOP Identity
  • 5.4. OOP Methods
  • 5.5. OOP Self
  • 5.6. OOP Staticmethod
  • 5.7. OOP Classmethod
• 6. OOP Inheritance
  • 6.1. Inheritance About
  • 6.2. Inheritance Mixins
  • 6.3. Inheritance Composition
  • 6.4. Inheritance Aggregation
  • 6.5. Inheritance Override
  • 6.6. Inheritance Super
  • 6.7. Inheritance MRO
  • 6.8. Inheritance Recap
• 7. OOP Abstract
  • 7.1. Abstract Base Class
  • 7.2. Abstract Protocol
  • 7.3. Abstract Builtin ABC
  • 7.4. Polymorphism
• 8. OOP Metaprogramming
  • 8.1. Metaprogramming Init Subclass
  • 8.2. Metaprogramming New
  • 8.3. Metaprogramming Namespace
  • 8.4. Metaprogramming Type
  • 8.5. Metaprogramming Class Factory
  • 8.6. Metaprogramming Metaclass
• 9. OOP Accessors
  • 9.1. Accessor Encapsulation
  • 9.2. Accessor Property
  • 9.3. Accessor Reflection
  • 9.4. Accessor Descriptor
• 10. OOP Operator
  • 10.1. Operator About
  • 10.2. Operator Left
  • 10.3. Operator Increment
  • 10.4. Operator Right
  • 10.5. Operator Equality
  • 10.6. Operator Comparison
  • 10.7. Operator Contains
  • 10.8. Operator Bitwise
  • 10.9. Operator Builtin
  • 10.10. Operator Accessors
  • 10.11. Operator Numerical
  • 10.12. Operator Stdlib
• 11. FP Paradigm
  • 11.1. Functional About
  • 11.2. Functional Lambda
  • 11.3. Functional Purity
  • 11.4. Functional Recurrence
  • 11.5. Functional Memoization
  • 11.6. Functional Immutable
  • 11.7. Functional Referential Transparency
  • 11.8. Functional Currying
  • 11.9. Functional First-Class
  • 11.10. Functional Order
  • 11.11. Functional Function Object
  • 11.12. Functional Callable
  • 11.13. Functional Scope
  • 11.14. Functional Namespace
  • 11.15. Functional Pattern Closure
• 12. FP Apply
  • 12.1. FP Apply Map
  • 12.2. FP Apply Filter
  • 12.3. FP Apply Reduce
  • 12.4. FP Apply Composition
  • 12.5. FP Apply Recap
• 13. FP Patterns
  • 13.1. FP Pattern Callback
  • 13.2. FP Pattern Pipe
  • 13.3. FP Pattern MapReduce
  • 13.4. FP Pattern Monad
  • 13.5. FP Pattern Maybe
• 14. Generators
  • 14.1. Generator About
  • 14.2. Generator Expression
  • 14.3. Generator Yield
  • 14.4. Generator Inspect
  • 14.5. Generator Yield From
  • 14.6. Generator Send
• 15. Async Paradigm
  • 15.1. Async About
  • 15.2. Async Introduction
  • 15.3. Async Awaitable
  • 15.4. Async Coroutine
  • 15.5. Async Event Loop
  • 15.6. Async Iterator
  • 15.7. Async Generator
  • 15.8. Async Comprehension
  • 15.9. Async Context Manager
  • 15.10. Async Except Star
• 16. Async AsyncIO
  • 16.1. AsyncIO Run
  • 16.2. AsyncIO Sleep
  • 16.3. AsyncIO Wait
  • 16.4. AsyncIO Wait For
  • 16.5. AsyncIO Future
  • 16.6. AsyncIO Task
  • 16.7. AsyncIO Task Group
  • 16.8. AsyncIO Shield
  • 16.9. AsyncIO Debug
  • 16.10. AsyncIO Queue
  • 16.11. AsyncIO Stream
  • 16.12. AsyncIO Synchronization
  • 16.13. AsyncIO Testing
  • 16.14. AsyncIO 3rd Party

Performance

Performance

• 1. About
  • 1.1. About Program
• 2. Introduction
  • 2.1. Recap
  • 2.2. Optimization Compilers and Interpreters
  • 2.3. Introduction Complexity
• 3. Optimization
  • 3.1. Optimization Tools
  • 3.2. Optimization Micro-benchmarking
  • 3.3. Optimization Comparison
  • 3.4. Optimization Membership
  • 3.5. Optimization Iteration
  • 3.6. Optimization Comparison
• 4. Profiling
  • 4.1. Profiling CPU
  • 4.2. Profiling Mem
• 5. Case Study
  • 5.1. Case Study: Memoize
  • 5.2. Case Study: Str Concat
  • 5.3. Case Study: Unique Keys
  • 5.4. Case Study: Getitem
  • 5.5. Case Study: Hosts
  • 5.6. Case Study: Comprehensions
• 6. Threading
  • 6.1. Threading About
  • 6.2. Threading Timer
  • 6.3. Threading Queues
  • 6.4. Threading Create
  • 6.5. Threading Synchronization
  • 6.6. Threading Join
  • 6.7. Threading Worker
• 7. Multiprocessing
  • 7.1. Multiprocessing About
  • 7.2. Multiprocessing Server
  • 7.3. Multiprocessing Client
  • 7.4. Multiprocessing 3rd Party
• 8. Extensions
  • 8.1. Performance Collections
  • 8.2. Performance CTypes
  • 8.3. Performance CModules

Testing

Testing

• 1. About
  • 1.1. About Program
  • 1.2. About Agenda
  • 1.3. About Install
  • 1.4. About Certificate
  • 1.5. About Survey
  • 1.6. About Tutorial
  • 1.7. About Entry Test
  • 1.8. About Test About
• 2. Random
  • 2.1. Random About
  • 2.2. Random Generate
  • 2.3. Random About
  • 2.4. Random Seed
• 3. Syntax
  • 3.1. Syntax IEEE-754
  • 3.2. Syntax Assert
  • 3.3. Syntax Exit Code
  • 3.4. Syntax Signature
• 4. Doctest
  • 4.1. Doctest About
• 5. Unittest
  • 5.1. Unittest Stub
  • 5.2. Unittest Patch
  • 5.3. Unittest Mock
  • 5.4. Unittest TestCase
  • 5.5. Unittest Async
• 6. Recap
  • 6.1. Testing Doctest vs Unittest

CI/CD

CI/CD

• 1. DevTools
  • 1.1. CI/CD Python
  • 1.2. CI/CD Ecosystem
  • 1.3. CI/CD Pipelines
  • 1.4. CI/CD Test Automation
• 2. Distribute
  • 2.1. CI/CD Distributing
  • 2.2. CI/CD Wheel
  • 2.3. CI/CD Flit
  • 2.4. CI/CD I18n
• 3. Lint
  • 3.1. CI/CD Code Style
  • 3.2. CI/CD Lint
• 4. Quality
  • 4.1. CI/CD Behavioral Testing
  • 4.2. CI/CD Code Coverage
  • 4.3. CI/CD Mutation Testing
  • 4.4. CI/CD Smoke Tests
  • 4.5. CI/CD Static Analysis
  • 4.6. CI/CD Tests
  • 4.7. CI/CD Tools
  • 4.8. CI/CD Type Checking
  • 4.9. CI/CD UI
• 5. Security
  • 5.1. CI/CD Security
• 6. Webdev
  • 6.1. CI/CD DB Schema Migration

DevOps

DevOps

• 1. About
  • 1.1. About Program
  • 1.2. About Agenda
  • 1.3. About Install
  • 1.4. About Certificate
  • 1.5. About Survey
• 2. Quality
  • 2.1. Quality PEP-8
  • 2.2. Quality PEP-20
  • 2.3. Quality Code Smells
  • 2.4. Quality Documentation
• 3. Tests
  • 3.1. Test Pytest
• 4. Debugging
  • 4.1. Debugging About
  • 4.2. Debugging WAT?!
  • 4.3. Debugging Logging
  • 4.4. Debugging Warnings
  • 4.5. Debugging Introspection

Database

Database

• 1. About
  • 1.1. About Agenda
  • 1.2. About Certificate
  • 1.3. About Survey
  • 1.4. About Tutorial
  • 1.5. About Entry Test
• 2. Theory
  • 2.1. Theory About
  • 2.2. Theory UML ERD
• 3. ORM
  • 3.1. ORM About
  • 3.2. ORM Use Cases
• 4. Normalization
  • 4.1. Normalization About
  • 4.2. Normalization 1st Normal Form
  • 4.3. Normalization 2nd Normal Form
  • 4.4. Normalization 3rd Normal Form
  • 4.5. Normalization 4th Normal Form
  • 4.6. Normalization 5th Normal Form
  • 4.7. Normalization 6th Normal Form
  • 4.8. Normalization Theory
• 5. NoSQL
  • 5.1. NoSQL About
  • 5.2. NoSQL Key-Value
  • 5.3. NoSQL Document
  • 5.4. NoSQL MongoDB
  • 5.5. NoSQL Time Series
  • 5.6. NoSQL Column-Oriented
  • 5.7. NoSQL Graph
  • 5.8. NoSQL Other
• 6. SQL
  • 6.1. SQL About
  • 6.2. SQL Data Types
  • 6.3. SQL Constraints
  • 6.4. SQL CREATE
  • 6.5. SQL Alter
  • 6.6. SQL Index
  • 6.7. SQL Insert
  • 6.8. SQL Update
  • 6.9. SQL Delete
  • 6.10. SQL Drop
  • 6.11. SQL Transaction
  • 6.12. SQL Select From
  • 6.13. SQL Select Limit
  • 6.14. SQL Select Order By
  • 6.15. SQL Select Where
  • 6.16. SQL Select And Or
  • 6.17. SQL Select Where
  • 6.18. SQL Select Where
  • 6.19. SQL Select Where
  • 6.20. SQL Select Group By
  • 6.21. SQL Select Subquery
  • 6.22. SQL Select Distinct
  • 6.23. SQL Select Functions
  • 6.24. SQL Join
  • 6.25. SQL Injection
  • 6.26. SQL Views
  • 6.27. SQL Explain
  • 6.28. SQL Use Cases
• 7. SQLite3
  • 7.1. SQLite3 About
  • 7.2. SQLite3 Connect
  • 7.3. SQLite3 Adapter/Converter
  • 7.4. SQLite3 Execute
  • 7.5. SQLite3 Insert Sequence
  • 7.6. SQLite3 Insert Mapping
  • 7.7. SQLite3 Insert Constraints
  • 7.8. SQLite3 Fetch
  • 7.9. SQLite3 Cursor
  • 7.10. SQLite3 Join
  • 7.11. SQLite3 Use Cases
• 8. SQLAlchemy
  • 8.1. SQLAlchemy About
  • 8.2. SQLAlchemy Connection DSN
  • 8.3. SQLAlchemy Connection Engine
  • 8.4. SQLAlchemy Connection Pool
  • 8.5. SQLAlchemy Core Model
  • 8.6. SQLAlchemy Core Operators
  • 8.7. SQLAlchemy Core Insert
  • 8.8. SQLAlchemy Core Select
  • 8.9. SQLAlchemy Core Result
  • 8.10. SQLAlchemy Core Update
  • 8.11. SQLAlchemy Core Delete
  • 8.12. SQLAlchemy Core Join
  • 8.13. SQLAlchemy Core Text
  • 8.14. SQLAlchemy Core Introspect
  • 8.15. SQLAlchemy ORM About
  • 8.16. SQLAlchemy Connection Session
  • 8.17. SQLAlchemy Model Base
  • 8.18. SQLAlchemy Model Define
  • 8.19. SQLAlchemy Model Column
  • 8.20. SQLAlchemy Model Types
  • 8.21. SQLAlchemy Model Indexes
  • 8.22. SQLAlchemy Model Relations
  • 8.23. SQLAlchemy Model Dataclass
  • 8.24. SQLAlchemy Schema Metadata
  • 8.25. SQLAlchemy Schema Reflection
  • 8.26. SQLAlchemy Migration About
  • 8.27. SQLAlchemy Migration Create
  • 8.28. SQLAlchemy Migration Apply
  • 8.29. SQLAlchemy Migration Rollback
  • 8.30. SQLAlchemy Query About
  • 8.31. SQLAlchemy Query Fetch
  • 8.32. SQLAlchemy Query Filter
  • 8.33. SQLAlchemy Query Limit
  • 8.34. SQLAlchemy Query Order By
  • 8.35. SQLAlchemy Query Group By
  • 8.36. SQLAlchemy Query Subquery
  • 8.37. SQLAlchemy Query Union
  • 8.38. SQLAlchemy Query Join
  • 8.39. SQLAlchemy Query Count
  • 8.40. SQLAlchemy Query Distinct
  • 8.41. SQLAlchemy Query Exists
  • 8.42. SQLAlchemy Query Update
  • 8.43. SQLAlchemy Query Delete
  • 8.44. SQLAlchemy Query Execute
  • 8.45. SQLAlchemy Query Debug
  • 8.46. SQLAlchemy Query Profile
  • 8.47. SQLAlchemy Func About
  • 8.48. SQLAlchemy Func Date
  • 8.49. SQLAlchemy Func Group
  • 8.50. SQLAlchemy Func Numeric
  • 8.51. SQLAlchemy Func Count
  • 8.52. SQLAlchemy Func Count
  • 8.53. SQLAlchemy Extensions
  • 8.54. SQLAlchemy Case Study
  • 8.55. SQLAlchemy Use Cases
• 9. Case Study
  • 9.1. Case Study ORM
  • 9.2. Case Study Relationship
  • 9.3. Case Study Auth

Design Patterns

Design Patterns

• 1. About
  • 1.1. About Agenda
  • 1.2. About Tutorial
  • 1.3. About Introduction
  • 1.4. About Install
  • 1.5. About Program
  • 1.6. About Survey
• 2. UML
  • 2.1. UML About
  • 2.2. UML PlantUML
  • 2.3. UML Mermaid
  • 2.4. UML Attributes
  • 2.5. UML Methods
  • 2.6. UML Access Modifiers
  • 2.7. UML Relationship
  • 2.8. UML Notes
  • 2.9. UML Class Diagram
  • 2.10. UML Sequence Diagram
• 3. Decorators
  • 3.1. Decorator About
  • 3.2. Decorator Mechanics
  • 3.3. Decorator Types
  • 3.4. Decorator Wrapper
  • 3.5. Decorator About Decoree
  • 3.6. Decorator About Arguments
  • 3.7. Decorator Function
  • 3.8. Decorator Method
  • 3.9. Decorator Class
  • 3.10. Decorator Arguments
  • 3.11. Decorate Function
  • 3.12. Decorate Stacked
  • 3.13. Decorate Method
  • 3.14. Decorate Class
  • 3.15. Decorator Wraps
  • 3.16. Decorator Recap
• 4. Creational
  • 4.1. Singleton
  • 4.2. Borg
  • 4.3. Factory Method
  • 4.4. Abstract Factory
  • 4.5. Builder
  • 4.6. Prototype
• 5. Behavioral
  • 5.1. Iterator
  • 5.2. Context Manager
  • 5.3. Memento
  • 5.4. State
  • 5.5. Strategy
  • 5.6. Observer
  • 5.7. Command
  • 5.8. Gateway
  • 5.9. Template Method
  • 5.10. Mediator
  • 5.11. Chain of Responsibility
  • 5.12. Visitor
  • 5.13. Interpreter
  • 5.14. State Machine
• 6. Structural
  • 6.1. Decorator
  • 6.2. Façade
  • 6.3. Adapter
  • 6.4. Proxy
  • 6.5. Composite
  • 6.6. Flyweight
  • 6.7. Bridge

Numpy

Numpy

• 1. About
  • 1.1. About Program
  • 1.2. About Agenda
  • 1.3. About Numpy
  • 1.4. About Configuration
  • 1.5. About Survey
  • 1.6. About Precision
  • 1.7. About Constants
  • 1.8. About Structures
• 2. Array
  • 2.1. Array Create
  • 2.2. Array Range
  • 2.3. Array Generate
  • 2.4. Array Create Recap
  • 2.5. Array Serialize
  • 2.6. Array Import
  • 2.7. Array Export
• 3. Attributes
  • 3.1. Attributes DType
  • 3.2. Attributes Shape
  • 3.3. Attributes Values
  • 3.4. Attributes Data
• 4. Random
  • 4.1. Random Generator
  • 4.2. Random Values
  • 4.3. Random Distributions
  • 4.4. Random Draw
• 5. Indexing
  • 5.1. Indexing Getitem
  • 5.2. Indexing Slice
  • 5.3. Indexing Axis
  • 5.4. Indexing New Axis
  • 5.5. Indexing Logic
  • 5.6. Indexing Select
  • 5.7. Indexing Advanced
• 6. Operations
  • 6.1. Operations Iteration
  • 6.2. Operations Arithmetic
  • 6.3. Operations Broadcasting
• 7. Methods
  • 7.1. Methods Round
  • 7.2. Methods Sort
  • 7.3. Methods Methods
  • 7.4. Methods Concatenation
• 8. Statistics
  • 8.1. Statistics Reduction
  • 8.2. Statistics Descriptive
• 9. Math
  • 9.1. Math Trigonometry
  • 9.2. Math Linear Algebra
• 10. Polynomial
  • 10.1. Polynomial About

Pandas

Pandas

• 1. About
  • 1.1. About Program
  • 1.2. About Agenda
  • 1.3. About Install
  • 1.4. About Survey
  • 1.5. About Tutorial
  • 1.6. About Pandas
  • 1.7. About Options
  • 1.8. About Types
  • 1.9. About Workflow
  • 1.10. About Chaining
• 2. Read
  • 2.1. Read About
  • 2.2. Read CSV
  • 2.3. Read Excel
  • 2.4. Read JSON
  • 2.5. Read Clipboard
  • 2.6. Read String
  • 2.7. Read HTML
  • 2.8. Read Python
  • 2.9. Read SQL
  • 2.10. Read Word
  • 2.11. Read PDF
  • 2.12. Read XML
• 3. To
  • 3.1. To About
  • 3.2. To CSV
  • 3.3. To JSON
  • 3.4. To Pickle
  • 3.5. To SQL
• 4. Series
  • 4.1. Series About
  • 4.2. Series Create
  • 4.3. Series Dtypes
  • 4.4. Series Attributes
  • 4.5. Series Index
  • 4.6. Series Select
  • 4.7. Series Getitem
  • 4.8. Series Slice
  • 4.9. Series NA
  • 4.10. Series Alter
  • 4.11. Series Sort
  • 4.12. Series Arithmetic
  • 4.13. Series Arithmetic
  • 4.14. Series Statistics
  • 4.15. Series Normalization
  • 4.16. Series Mapping
• 5. DataFrame
  • 5.1. DataFrame Create
  • 5.2. DataFrame Attributes
  • 5.3. DataFrame Index
  • 5.4. DataFrame Sample
  • 5.5. DataFrame Getitem
  • 5.6. DataFrame Slice
  • 5.7. DataFrame At
  • 5.8. DataFrame Loc
  • 5.9. DataFrame Select
  • 5.10. DataFrame Query
  • 5.11. DataFrame Update
  • 5.12. DataFrame Alter
  • 5.13. DataFrame NA
  • 5.14. DataFrame Sort
  • 5.15. DataFrame Statistics
  • 5.16. DataFrame Rolling
  • 5.17. DataFrame Mapping
  • 5.18. DataFrame Pivot
  • 5.19. DataFrame GroupBy
  • 5.20. DataFrame Aggregations
  • 5.21. DataFrame MultiIndex
  • 5.22. DataFrame Join
  • 5.23. DataFrame Plotting
• 6. Date
  • 6.1. Date Types
  • 6.2. Date Timezone
  • 6.3. Date Shifts
  • 6.4. Date Frequency
  • 6.5. Date Calendar
• 7. Case Study
  • 7.1. Case Study API Gmail
  • 7.2. Case Study CSV COVID19
  • 7.3. Case Study CSV Martian
  • 7.4. Case Study CSV Phones
  • 7.5. Case Study CSV Pizzeria
  • 7.6. Case Study Excel Aquarius
  • 7.7. Case Study Excel Sensors
  • 7.8. Case Study HTML Apollo11
  • 7.9. Case Study HTML Astronauts
  • 7.10. Case Study HTML Dahab
  • 7.11. Case Study HTML ESPN
  • 7.12. Case Study HTML GDP
  • 7.13. Case Study HTML NBA
  • 7.14. Case Study HTML Power Plant
  • 7.15. Case Study HTML Schedule
  • 7.16. Case Study HTML Kangur
  • 7.17. Case Study HTML Tablice
  • 7.18. Case Study HTML Talary
  • 7.19. Case Study JSON Airly
  • 7.20. Case Study JSON Coinbase
  • 7.21. Case Study PDF EToll

Matplotlib

Matplotlib

• 1. About
  • 1.1. About Matplotlib
  • 1.2. About Survey
• 2. Figure
  • 2.1. Figure Plots
  • 2.2. Figure Subplots
  • 2.3. Figure Style
  • 2.4. Figure Scales
  • 2.5. Figure Config
  • 2.6. Figure Interactive
  • 2.7. Figure Import/Export
  • 2.8. Figure Multiple Figures and Plots
• 3. Style
  • 3.1. Style About
  • 3.2. Style Basic
  • 3.3. Style Advanced
  • 3.4. Style Customization
  • 3.5. Style Animation
• 4. Chart
  • 4.1. Chart Line
  • 4.2. Chart Scatter
  • 4.3. Chart Bar
  • 4.4. Chart Histogram
  • 4.5. Chart Box
  • 4.6. Chart Stacked
  • 4.7. Chart Pie
  • 4.8. Chart 3D
• 5. Case Study
  • 5.1. Case Study About
  • 5.2. Case Study Examples
  • 5.3. Case Study Lifecycle
  • 5.4. Case Study ISS

Stdlib

Stdlib

• 1. Modules
  • 1.1. Module Tools
  • 1.2. Module Distributing
• 2. Collections
  • 2.1. Collections Defaultdict
• 3. Math
  • 3.1. Math Base
  • 3.2. Math Precision
  • 3.3. Math Stdlib
  • 3.4. Math Statistics
  • 3.5. Math Fractions
  • 3.6. Math Complex Numbers
• 4. Locale
  • 4.1. Locale About
  • 4.2. Locale i18n
  • 4.3. Locale l10n
  • 4.4. Locale Encoding
  • 4.5. Locale Enums
• 5. XML
  • 5.1. XML Parsing HTML
  • 5.2. XML Module lxml
  • 5.3. XML Stdlib
  • 5.4. XML Namespace
  • 5.5. XML XPATH
  • 5.6. XML XSLT
• 6. Operating System
  • 6.1. OS Tempfile
  • 6.2. OS Interpreter
  • 6.3. OS Commandline Arguments
  • 6.4. OS Operating System
  • 6.5. OS Pathlib
• 7. String
  • 7.1. String Escape Characters
  • 7.2. String Interpolation
  • 7.3. String Print
  • 7.4. String Pprint
• 8. Builtin
  • 8.1. Builtin Functions
  • 8.2. Builtin Keywords
  • 8.3. Builtin Library
  • 8.4. Builtin Frozenset
  • 8.5. Builtin Iter
  • 8.6. Builtin Next
  • 8.7. Builtin Abs
  • 8.8. Builtin Ascii
  • 8.9. Builtin Breakpoint
  • 8.10. Builtin Chr
  • 8.11. Builtin Divmod
  • 8.12. Builtin Id
  • 8.13. Builtin Isinstance
  • 8.14. Builtin Len
  • 8.15. Builtin Locals
  • 8.16. Builtin Ord
  • 8.17. Builtin Reduce
  • 8.18. Builtin Type
• 9. Type
  • 9.1. Type Frozenset
  • 9.2. Type Bytearray
  • 9.3. Type Bytes
  • 9.4. Type Array
• 10. Loop
  • 10.1. Loop Else For
  • 10.2. Loop Else While
• 11. TkInter
  • 11.1. TkInter About

Network

Network

• 1. About
  • 1.1. About Agenda
  • 1.2. About Install
  • 1.3. About Survey
  • 1.4. About Certificate
  • 1.5. About Tutorial
  • 1.6. About Entry Test
• 2. Protocol
  • 2.1. Protocol FTP
  • 2.2. Protocol IMAP
  • 2.3. Protocol SMTP
  • 2.4. Protocol POP3
  • 2.5. Protocol LDAP
  • 2.6. Protocol SSH
  • 2.7. Protocol DNS
• 3. Web
  • 3.1. Web Stdlib
  • 3.2. Web Requests
  • 3.3. Web Scrapping
  • 3.4. Web Frameworks
  • 3.5. Web FastAPI
  • 3.6. Web Jinja
  • 3.7. Web PaaS
  • 3.8. Web Async
  • 3.9. Web SOAP and WSDL
• 4. Transport
  • 4.1. Transport OSI Model
  • 4.2. Transport Interfaces
  • 4.3. Transport Routing
  • 4.4. Transport Socket
  • 4.5. Transport SSL
  • 4.6. Transport IPv4/IPv6
  • 4.7. Transport TCP/UDP
  • 4.8. Transport scapy
  • 4.9. Transport 3rd Party Libraries
• 5. Case Study
  • 5.1. Case Study Mini Botnet

Microservices

Microservices

• 1. About
  • 1.1. About Program
  • 1.2. About Agenda
  • 1.3. About Install
  • 1.4. About Survey
  • 1.5. About Certificate
  • 1.6. About Tutorial
  • 1.7. About Entry Test
• 2. HTTP
  • 2.1. HTTP About
  • 2.2. HTTP Identifier
  • 2.3. HTTP Method
  • 2.4. HTTP Header
  • 2.5. HTTP MIME Types
  • 2.6. HTTP Status
  • 2.7. HTTP API Versioning
  • 2.8. HTTP 2.0
  • 2.9. HTTP Secure
  • 2.10. HTTP Gateway Interface
• 3. Microservices
  • 3.1. Microservices About
  • 3.2. Microservices Architecture
  • 3.3. Microservices Distributed Systems
  • 3.4. Microservices Reactive
  • 3.5. Microservices Cloud
  • 3.6. Microservices API
  • 3.7. Microservices Problems
  • 3.8. Microservices Event
  • 3.9. Microservices Lifecycle
  • 3.10. Microservices Choreography
  • 3.11. Microservices Discovery
  • 3.12. Microservices Runtime
  • 3.13. Microservices Database
  • 3.14. Microservices Good Practices
• 4. Auth
  • 4.1. Auth Basic
  • 4.2. Auth JWT
  • 4.3. Auth Passkey

Django

Django

• 1. About
  • 1.1. About Program
  • 1.2. About Agenda
  • 1.3. About Tutorial
  • 1.4. About Install
  • 1.5. About Certificate
  • 1.6. About Survey
  • 1.7. About Introduction
  • 1.8. About Architecture
  • 1.9. About Versions
• 2. Setup
  • 2.1. Setup Install Django
  • 2.2. Setup Start Project
  • 2.3. Setup Start App
  • 2.4. Setup Run Server
  • 2.5. Setup Run Configuration
• 3. Settings
  • 3.1. Settings About
  • 3.2. Settings Databases
  • 3.3. Settings Logging
  • 3.4. Settings Caches
  • 3.5. Settings Security
• 4. Models
  • 4.1. Models About
  • 4.2. Models Field String
  • 4.3. Models Field Numeric
  • 4.4. Models Field Logic
  • 4.5. Models Field Date
  • 4.6. Models Field Choices
  • 4.7. Models Field Storage
  • 4.8. Models Field Relation
  • 4.9. Models Field Special
  • 4.10. Models Field Custom
  • 4.11. Models Method Property
  • 4.12. Models Method Staticmethod
  • 4.13. Models Method Classmethod
  • 4.14. Models Method Clean
  • 4.15. Models Method Save
  • 4.16. Models Migration
  • 4.17. Models Manager
  • 4.18. Models Abstract
  • 4.19. Models Directory
  • 4.20. Models Use Case
  • 4.21. Models Case Study
  • 4.22. Models Dumpdata/Loaddata
• 5. Admin
  • 5.1. Admin About
  • 5.2. Admin Fields
  • 5.3. Admin Inlines
  • 5.4. Admin Filters
  • 5.5. Admin Actions
  • 5.6. Admin Media
  • 5.7. Admin Abstract
  • 5.8. Admin Widget
  • 5.9. Admin Form
  • 5.10. Admin Templates
• 6. ORM
  • 6.1. ORM About
  • 6.2. ORM QuerySet
  • 6.3. ORM Create
  • 6.4. ORM Update
  • 6.5. ORM Delete
  • 6.6. ORM All
  • 6.7. ORM Get
  • 6.8. ORM Filter
  • 6.9. ORM Lookup
  • 6.10. ORM Q
  • 6.11. ORM F
  • 6.12. ORM Annotate
  • 6.13. ORM Functions
  • 6.14. ORM Aggregate
  • 6.15. ORM Complex
• 7. Views
  • 7.1. Views About
  • 7.2. Views Function Based
  • 7.3. Views Class Based
  • 7.4. Views Generic
  • 7.5. Views Decorators
  • 7.6. Views Permissions
  • 7.7. Views URLs
  • 7.8. Views Async
• 8. Templates
  • 8.1. Templates About
  • 8.2. Templates Reverse URL
  • 8.3. Templates Static Files
• 9. Templatetags
  • 9.1. Templatetags Filter
  • 9.2. Templatetags SimpleTag
  • 9.3. Templatetags InclusionTag
• 10. Forms
  • 10.1. Forms About
  • 10.2. Forms Form
  • 10.3. Forms Clean
  • 10.4. Forms Model
  • 10.5. Forms Widgets
• 11. Manage
  • 11.1. Manage About
  • 11.2. Manage Database
  • 11.3. Manage Data
  • 11.4. Manage Translation
  • 11.5. Manage Commands
• 12. Locale
  • 12.1. Localization Translation
  • 12.2. Localization JavaScript
• 13. Middleware
  • 13.1. Middleware About
  • 13.2. Middleware Custom
• 14. Utils
  • 14.1. Utils Scripts
  • 14.2. Utils Signals
• 15. Auth
  • 15.1. Auth User
• 16. API
  • 16.1. API About
  • 16.2. HTTP Identifiers
  • 16.3. HTTP Header
  • 16.4. HTTP Statuses
  • 16.5. HTTP Methods
  • 16.6. API REST
  • 16.7. API Auth
  • 16.8. API Permissions
  • 16.9. HTTP CORS
• 17. Ninja
  • 17.1. Ninja About
  • 17.2. Ninja GET
  • 17.3. Ninja POST
  • 17.4. Ninja PUT
  • 17.5. Ninja DELETE
  • 17.6. Ninja Pagination
  • 17.7. Ninja Auth
  • 17.8. Ninja Tests
• 18. Tests
  • 18.1. Tests About
  • 18.2. Tests Run
  • 18.3. Tests Forms
  • 18.4. Tests Models
  • 18.5. Tests Templates
  • 18.6. Tests Urls
  • 18.7. Tests Views
  • 18.8. Tests Fixtures
  • 18.9. Tests Jetbrains HTTPClient
  • 18.10. Test Smoke Testing
  • 18.11. Tests Use Case
  • 18.12. Tests CI/CD
• 19. Apps
  • 19.1. Django Debug Toolbar
  • 19.2. Django Extensions
  • 19.3. Django Emoji Picker
  • 19.4. Django Import/Export
  • 19.5. Django Grappelli
  • 19.6. Django Channels
  • 19.7. Django Celery
  • 19.8. Django LDAP
• 20. Deploy
  • 20.1. Deploy Heroku
  • 20.2. Deploy Gunicorn and Docker
  • 20.3. Deploy Nginx and uWSGI
  • 20.4. Deploy Progressive Web Apps

FastAPI

FastAPI

• 1. About
  • 1.1. About Program
  • 1.2. About FastAPI
  • 1.3. About Install
  • 1.4. About Agenda
  • 1.5. About Survey
  • 1.6. About Further Reading
  • 1.7. About Tutorial
  • 1.8. About Entry Test
• 2. FastAPI
  • 2.1. FastAPI About
  • 2.2. FastAPI Install
  • 2.3. FastAPI Architecture
  • 2.4. FastAPI Schema
  • 2.5. FastAPI Documentation
  • 2.6. FastAPI GET
  • 2.7. FastAPI POST
  • 2.8. FastAPI Status
  • 2.9. FastAPI Cookies
  • 2.10. FastAPI Headers
  • 2.11. FastAPI Files
  • 2.12. FastAPI WebSockets
  • 2.13. FastAPI Config
  • 2.14. FastAPI Dependencies
  • 2.15. FastAPI Routers
  • 2.16. FastAPI Middleware
  • 2.17. FastAPI Background Tasks
• 3. Pydantic
  • 3.1. Pydantic Models
  • 3.2. Pydantic Schema
  • 3.3. Pydantic Types Stdlib
  • 3.4. Pydantic Types Custom
  • 3.5. Pydantic Types Constrained
  • 3.6. Pydantic Validator
  • 3.7. Pydantic Settings
• 4. Database
  • 4.1. Database ORM
  • 4.2. Database Auth
  • 4.3. Database User Create
  • 4.4. Database Relationship
  • 4.5. Database NoSQL
• 5. Auth
  • 5.1. Auth Basic
  • 5.2. Auth JSON Web Token
• 6. DevOps
  • 6.1. DevOps Test Sync
  • 6.2. DevOps Test Async
  • 6.3. DevOps Docker
• 7. Case Study
  • 7.1. Case Study Example

Data Science

Data Science

• 1. About
  • 1.1. About Program 1
  • 1.2. About Program
  • 1.3. About Description
  • 1.4. About Agenda
  • 1.5. About Certificate
  • 1.6. About Survey
• 2. Jupyter
  • 2.1. Jupyter About
• 3. Python
  • 3.1. Python Syntax
  • 3.2. Python Types
  • 3.3. Python Sequences
  • 3.4. Python Mappings
  • 3.5. Python Conditionals
  • 3.6. Python Loops
  • 3.7. Python Control Flow
  • 3.8. Python Functions
  • 3.9. Python OOP
  • 3.10. Python Modules
  • 3.11. Python Math
  • 3.12. Python Serialization
  • 3.13. Python Performance
• 4. Visualization
  • 4.1. Visualization Matplotlib
  • 4.2. Visualization Bokeh
  • 4.3. Visualization Seaborn
  • 4.4. Visualization Plotly
  • 4.5. Visualization Graphs
• 5. Scipy
  • 5.1. SciPy About
• 6. Geopandas
  • 6.1. About Geopandas

Machine Learning

Machine Learning

• 1. About
  • 1.1. About Certificate
  • 1.2. About Description
  • 1.3. About Survey
• 2. Introduction
  • 2.1. What is Data?
  • 2.2. Basic Statistics
  • 2.3. Machine Learning Introduction
  • 2.4. Glossary
  • 2.5. Datasets
  • 2.6. Machine Learning Algorithms
  • 2.7. Features
  • 2.8. Classifiers
• 3. Sklearn
  • 3.1. scikit-learn
• 4. Model Quality
  • 4.1. Model Quality
  • 4.2. Principal Component Analysis
• 5. Decision Trees
  • 5.1. Decision Tree
• 6. Regressions
  • 6.1. Linear Regression
  • 6.2. Logistic Regression
• 7. K-Nearest Neighbors
  • 7.1. K Nearest Neighbors
• 8. Bayes
  • 8.1. Naive Bayes
• 9. Support Vector Machines
  • 9.1. Support Vector Machines
• 10. Clustering
  • 10.1. K-Means Clustering
• 11. Neural Networks
  • 11.1. Deep Neural Network
  • 11.2. Convolutional Neural Network
• 12. References
  • 12.1. References
• 13. Articles
  • 13.1. Machine Learning Introduction
  • 13.2. Notes

Artificial Intelligence

Artificial Intelligence

• 1. About
  • 1.1. AI About
  • 1.2. About Program
  • 1.3. About Program

OOP

OOP

• 1. Paradigm
  • 1.1. Abstract Interface
  • 1.2. String Interning
  • 1.3. Dependency Injection
  • 1.4. Good Engineering Practises
  • 1.5. S.O.L.I.D. Principles
• 2. Python
  • 2.1. Weakref
  • 2.2. OOP Hash
  • 2.3. OOP Comparison
  • 2.4. OOP Name Mangling
  • 2.5. OOP Interning
  • 2.6. Namespace
  • 2.7. New and Old Style Class
  • 2.8. Dynamic Typing
  • 2.9. Monkey Patching

Dragon

Dragon

• 1. English
  • 1.1. Dragon Agenda
  • 1.2. Dragon About
  • 1.3. Dragon Sprint 1
  • 1.4. Dragon Sprint 3
  • 1.5. Dragon Sprint 3
  • 1.6. Dragon Sprint 4
  • 1.7. Dragon Sprint 5
  • 1.8. Dragon Sprint 6
  • 1.9. Dragon Sprint 7
  • 1.10. Dragon Sprint 8
  • 1.11. Dragon Sprint 9
  • 1.12. Dragon Sprint 10
• 2. Polish
  • 2.1. Dragon About
  • 2.2. Dragon Sprint 01
  • 2.3. Dragon Sprint 02
  • 2.4. Dragon Sprint 03
  • 2.5. Dragon Sprint 04
  • 2.6. Dragon Sprint 05
  • 2.7. Dragon Sprint 06
  • 2.8. Dragon Sprint 07
  • 2.9. Dragon Sprint 08
  • 2.10. Dragon Sprint 09
  • 2.11. Dragon Sprint 10
  • 2.12. Dragon Sprint 11
  • 2.13. Dragon Sprint 12
  • 2.14. Dragon Sprint 13
  • 2.15. Dragon Sprint 14
  • 2.16. Dragon Sprint 15
  • 2.17. Dragon Sprint 16
  • 2.18. Dragon Sprint 17
  • 2.19. Dragon Sprint 18
  • 2.20. Dragon Sprint 19
  • 2.21. Dragon Sprint 20
  • 2.22. Dragon Sprint 21
  • 2.23. Dragon Sprint 22
  • 2.24. Dragon Sprint 23
  • 2.25. Dragon Sprint 24
• 3. ADR
  • 3.1. ADR About
  • 3.2. ADR Example
  • 3.3. ADR Dragon Create
  • 3.4. ADR Dragon Create Name
  • 3.5. ADR Dragon Create Noname
  • 3.6. ADR Dragon Health Init
  • 3.7. ADR Dragon Position Init
  • 3.8. ADR Dragon Position Get
  • 3.9. ADR Dragon Position Set
  • 3.10. ADR Dragon Position Change
  • 3.11. ADR Dragon Damage Make
  • 3.12. ADR Dragon Damage Take