Python 3: From None to Machine Learning

Title

Python 3: from None to Machine Learning

Author

Matt Harasymczuk

Language

English

ISBN

978-83-957186-2-5

Year

2015-2021

Online Access

https://python.astrotech.io

License

Creative Commons Attribution-ShareAlike 4.0 International License

Author

author	Matt Harasymczuk
email	matt@astrotech.io
www	https://www.astronaut.center
github	https://github.com/astromatt
linkedin	https://linkedin.com/in/mattharasymczuk
facebook	https://facebook.com/matt.harasymczuk
slideshare	https://www.slideshare.net/astrotech/presentations

Table 1. Other Books from Author. Learn more at https://www.astronaut.center/books

ISBN	Online Access	Title
978-83-957186-2-5	https://python.astrotech.io	Python 3: from None to Machine Learning
978-83-957186-3-2	https://dev.astrotech.io	The Software Engineering: DevOps, CI/CD, Docker, Provisioning and Git Flow
978-83-957186-0-1	https://www.astronaut.pl	Astronaut Selection and Training for Long Duration Spaceflight and Extraterrestrial Activity
978-83-956752-0-1	https://www.astronaut.center/books	Space in Practice: How to Prepare and Conduct Stratospheric Balloon Mission
978-83-957186-4-9	https://pl.habitatos.space	HabitatOS - Development of operating system prototype for Lunar and Martian habitats
978-83-957186-1-8	https://alsep.astronaut.center	Geophysics experiments from Apollo Lunar Surface Experiments Package

Big Picture

Note

• For consulting or training course requests please email matt@astrotech.io

• Before training course please setup your environment

• More information in Install

About

Django

Django

• 1. Certificate
• 2. Introduction to Django
  • 2.1. Rationale
  • 2.2. Documentation
  • 2.3. Versioning
  • 2.4. Release Notes
  • 2.5. LTS - Long Time Support
  • 2.6. setup.cfg
  • 2.7. IDE Support
• 3. Django Framework Architecture
  • 3.1. Framework Architecture
  • 3.2. Request-Response flow
• 4. Installation and Running
  • 4.1. Installation
  • 4.2. Starting new project
  • 4.3. IDE Run configuration
  • 4.4. Run configuration
  • 4.5. Debug configuration
• 5. Settings
  • 5.1. Rationale
  • 5.2. Example
  • 5.3. Use Case - HabitatOS
• 6. Apps
  • 6.1. Reusability
  • 6.2. Location
  • 6.3. Create
  • 6.4. Structure
  • 6.5. Configuration
• 7. Model About
  • 7.1. Rationale
  • 7.2. Attributes
  • 7.3. Abstract Models
  • 7.4. Database schema migration
• 8. Models Text Fields
  • 8.1. Fields
  • 8.2. Attributes
• 9. Models Numeric and Logic
  • 9.1. Numeric Fields
  • 9.2. Logic Fields
  • 9.3. Attributes
  • 9.4. All
• 10. Model Date and Time
  • 10.1. Fields
  • 10.2. Arguments
  • 10.3. Attributes
• 11. Models Storage Fields
  • 11.1. Fields
  • 11.2. Attributes
• 12. Model Special Fields
  • 12.1. Fields
  • 12.2. Attributes
• 13. Model Relations
  • 13.1. Fields
  • 13.2. Attributes
  • 13.3. All
• 14. Model Introspect
  • 14.1. Reverse engineering database
  • 14.2. Graph Model
• 15. Model Custom Field
• 16. Model Use Case
  • 16.1. Use Case - Contact
  • 16.2. Assignments
  • 16.3. References
• 17. Admin panel
  • 17.1. Customizing
  • 17.2. Permissions
  • 17.3. Users
  • 17.4. Groups
  • 17.5. Content Types
  • 17.6. Model Admin
  • 17.7. Model registering
  • 17.8. Admin fields
  • 17.9. Writing own list_filter
  • 17.10. Model Inlines
  • 17.11. StackedInline
  • 17.12. TabularInline
  • 17.13. Extending Admin
  • 17.14. Media Class
  • 17.15. ModelAdmin Example
  • 17.16. django-import-export
  • 17.17. Grapelli
  • 17.18. Installation
  • 17.19. Settings
  • 17.20. Template overwrite
  • 17.21. Autocomplete
  • 17.22. TinyMCE
  • 17.23. FileUploader
  • 17.24. list_editable
  • 17.25. date_hierarchy
• 18. ORM
  • 18.1. Rationale
  • 18.2. QuerySet
  • 18.3. Examples
  • 18.4. Filtered QuerySets are unique
  • 18.5. QuerySets are lazy
  • 18.6. Field lookups
  • 18.7. Lookups that span relationships
  • 18.8. Filters can reference fields on the model
  • 18.9. The pk lookup shortcut
  • 18.10. Complex lookups with Q objects
  • 18.11. Comparing objects
  • 18.12. Q() expressions
  • 18.13. F() expressions
  • 18.14. Aggregations
  • 18.15. Functions
• 19. ORM Create
  • 19.1. Model Instance
  • 19.2. Objects Create
  • 19.3. Creation Counter
  • 19.4. Get or Create
  • 19.5. Update or Create
  • 19.6. Bulk Create
• 20. ORM Get
  • 20.1. Get
  • 20.2. Try Get
  • 20.3. Get or Create
  • 20.4. Get or 404
• 21. ORM Update
  • 21.1. Update
  • 21.2. Update or Create
  • 21.3. Bulk Update
  • 21.4. Select for Update
• 22. ORM Delete
  • 22.1. Delete
  • 22.2. Try Delete
• 23. ORM Filter
• 24. ORM Q
  • 24.1. Union
  • 24.2. Alternative
  • 24.3. Negation
  • 24.4. Multiple Queries
• 25. ORM F
• 26. ORM Functions
  • 26.1. Concat
• 27. ORM Aggregate
• 28. Views
  • 28.1. Function View
  • 28.2. Async Views
  • 28.3. Class Based Views
  • 28.4. Generic Views
  • 28.5. TemplateView
  • 28.6. RedirectView
  • 28.7. View
  • 28.8. Responses
  • 28.9. Permissions in Views
  • 28.10. Class Based Views
  • 28.11. Decorators
• 29. URL Router
  • 29.1. Global URLs
  • 29.2. In app URLs
  • 29.3. urlpatterns
  • 29.4. path
  • 29.5. url
  • 29.6. include
  • 29.7. URLs reversing
  • 29.8. URLs in templates
• 30. Staticfiles
  • 30.1. Settings
  • 30.2. Serving staticfiles
• 31. Templates
• 32. Templatetags
  • 32.1. Rationale
  • 32.2. Filters
  • 32.3. Float Format
  • 32.4. Simple Tags
  • 32.5. Assignment tags
  • 32.6. Block tags
• 33. Forms
  • 33.1. Forms
  • 33.2. Simple "contact us" form
  • 33.3. Model Forms
  • 33.4. Widgets
• 34. i18n and l10n
  • 34.1. Timezone
  • 34.2. Gettext
  • 34.3. i18n - internationalization
• 35. Management Commands
  • 35.1. Rationale
  • 35.2. Built-in
  • 35.3. Structure
  • 35.4. Minimal command boilerplate code
  • 35.5. Writing own management commands
  • 35.6. Call
  • 35.7. Use Case - Cleaning data in database
  • 35.8. Use Case - Parse file line by line
  • 35.9. Use cases
• 36. Standalone scripts
• 37. Middleware
  • 37.1. Framework Architecture
  • 37.2. Request-Response flow
• 38. Database
  • 38.1. Database schema migration
  • 38.2. Makemigrations
  • 38.3. Migrate
  • 38.4. Management commands
  • 38.5. dbshell
  • 38.6. dumpdata
  • 38.7. loaddata
  • 38.8. inspectdb
  • 38.9. makemigrations
  • 38.10. migrate
  • 38.11. Sqlite3
  • 38.12. PostgreSQL
  • 38.13. Heroku
  • 38.14. Fixtures
  • 38.15. Multiple DB and db routing
• 39. Cache
• 40. Signals
  • 40.1. Available signals
  • 40.2. Model signals
  • 40.3. M2m relations
  • 40.4. Migrations
  • 40.5. Request
  • 40.6. Test
  • 40.7. Database
  • 40.8. Examples
• 41. REST
  • 41.1. RESTful Views
  • 41.2. python -m json.tool
  • 41.3. django-rest-framework
  • 41.4. django-rest-swagger
• 42. Auth and Permissions
  • 42.1. Basic Auth
  • 42.2. Require Permissions
• 43. API CORS
• 44. Tests and quality
  • 44.1. Tests
  • 44.2. Test URLs
  • 44.3. SonarQube
  • 44.4. Debug Toolbar
• 45. Tests
• 46. CI/CD - Continuous Integration and Deployment
  • 46.1. Bitbucket Pipelines
  • 46.2. Travis
• 47. Deployment
  • 47.1. Deployment platforms
  • 47.2. Apache + mod_wsgi
  • 47.3. Nginx + uwsgi
  • 47.4. Gunicorn
  • 47.5. Vagrant + Puppet
  • 47.6. Docker + Gunicorn
  • 47.7. Heroku
  • 47.8. Packaging
  • 47.9. setup.py
  • 47.10. Manifest.in
  • 47.11. Staticfiles serving

Appendixes