Advanced Python (GK821512)
Om kurset
This course will help you gain an understanding of Python's capabilities beyond basic syntax with a focus on widely accepted Pythonic constructs and procedures that will enable you to write reliable, optimized, and modular applications. This very hands-on course includes a deep dive into Pythonic data structures, exception handling, meta programming, regular expression, advanced file-handling, asynchronous programming, and more. At the completion of the course, you will also gain an understanding of unit testing in Python with lab-based practices designed to help you create and run unit test cases.
Dette lærer du
Kursinnhold
Kurset dekker blant annet følgende temaer:
- Day 1
- Python refresher
- Built-in data types
- Lists and tuples
- Dictionaries and sets
- Program structure
- Files and console I/O
- If statement
- for and while loops
- Data Structures and Algorithms
- Linked list
- Stack
- Queue
- Trees
- Graphs
- Sorting algorithms
- Day 2
- Errors and Exception Handling
- Syntax errors
- Exceptions
- Using try/catch/else/finally
- Handling multiple exceptions
- Ignoring exceptions
- Implementing Regular Expressions
- RE Objects
- Searching and matching
- Using Regular Expression to search data sets
- Searching for data in Wireshark Traces (Python and *.pcaps)
- Compilation flags
- Groups and special groups
- Replacing text
- Splitting strings
- Advanced Functional Features of Python
- Advanced unpacking
- List Comprehension
- Anonymous functions
- Lambda expressions
- Generator Expression
- Decorator
- Closure
- Single/multi dispatch
- Relative imports
- Using __init__ effectively
- Documentation best practices
- Day 3
- Metaprogramming
- OOP conventions
- Class/static data and methods
- Parse information to create classes using a dictionary
- Super() method
- Metaclasses
- Abstract base classes
- Implementing protocols (context, iterator, etc.) with special methods
- Implicit properties
- Globals() and locals()
- Working with object attributes
- The inspect module
- Callable classes
- Monkey patching
- Advanced file handling
- Paths, directories, and filenames
- Checking for existence
- Permissions and other file attributes
- Walking directory trees
- Creating filters with fileinput
- Using shutil for file operations
- Day 4
- Advanced Data Structure features in Python
- Use defaultdict, Counter, and namedtuple
- Create data classes
- Store data offline with pickle
- Pretty printing data structures
- Compressed archives (zip, gzip, tar, etc.)
- Persistent data
- Multiprogramming
- Concurrent programming
- Multithreading
- The threading module
- Sharing variables
- The queue module
- The multiprocessing module
- Creating pools
- Coroutines
- About async programming
- Python Design Patterns
- Need for design patterns and types
- Creational
- Structural
- Behavioral
- Best coding practices
- Day 5
- Developer Tools
- Analyzing programs with pylint
- Using the debugger
- Profiling code
- Testing speed with benchmarking
- Unit testing with PyTest
- What is a unit test
- Testing with Unit-test framework
- Testing with PyTest
- Testing with doctest
- Writing tests
- Working with fixtures
- Test runners
- Mocking resources
- Writing real-life applications
- Build the classic minesweeper game in the command line
- Build a program that can go into any folder on your computer and rename all of the files based on the conditions set in your Python code
- Implement the binary search algorithm
- Build a random password generator
- Build a countdown timer using the time Python module.
Forkunnskaper
Hvem passer kurset for?
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Offisielle kurs
Kursinnhold fra anerkjente teknologileverandører og fagmiljøer.
Erfarne instruktører
Praktisk og faglig undervisning med fokus på kompetanse du kan bruke.
Fleksibel gjennomføring
Velg mellom tilgjengelige virtuelle, fysiske og bedriftsinterne kurs.
Personlig rådgivning
Vi hjelper deg med å finne kurs og kompetanseløp som passer behovet ditt.
Ofte stilte spørsmål
Hvor lenge varer kurset?
Kursets oppgitte varighet er 5.
Kan jeg ta en sertifisering?
Kurset kan være relevant som forberedelse til sertifisering. Se kursbeskrivelsen for informasjon om aktuell sertifisering og eksamen.
Hvilke forkunnskaper trenger jeg?
Students should have experience writing Python scripts, as well as a user-level knowledge of Unix/Linux, Mac, or Windows.
Hvem passer kurset for?
This course is designed for students with Python programming literacy who want to learn about advanced Python features and how to automate and simplify tasks.
Kan kurset leveres som bedriftsinternt kurs?
Ja.
Hvor kan kurset leveres?
Kurset kan leveres over hele Norge, blant annet i Oslo, Kristiansand, Stavanger, Bergen, Trondheim og Tromsø.