Advanced Digital Marketing Course: Why Measurement Beats Channels
An advanced digital marketing course should teach measurement: attribution, incrementality and SQL. Five options compared, plus a test for outdated syllabi.
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Python Classes and Objects: Object-Oriented Programming, Part 1
Python classes and objects explained with tested code: __init__, self, dunder methods, properties and dataclasses, plus the shared-list bug to learn first.
Inheritance and Composition in Python: OOP in Python, Part 2
Inheritance and composition in Python with tested code: when to use each, how super() really works, duck typing, and why deep class hierarchies backfire.
Exception Handling in Python: Catch Narrowly, Log Everything
Exception handling in Python done properly: try, except, else and finally, custom exceptions, chaining and logging, and why a bare except can break Ctrl-C.
Python Lambda Function: Where It Helps and When to Use def
A Python lambda function is a one-expression anonymous function. Learn where it helps (sort keys, callbacks), when def wins, and the loop bug it causes.
Digital Marketing Specialisation Courses: SEO, SMM and SEM Compared
Choosing a digital marketing specialisation? SEO, SEM and social media compared on feedback speed, measurement, AI exposure and a cheap way to test each.
NumPy Tutorial for Beginners: NumPy Arrays in Python (Part 1)
NumPy tutorial for beginners: what an array is, why it ran about 20 times faster than a list here, how one stray string turns numbers into text, and more.
Lists vs Tuples in Python: Differences and When to Use Each
Lists vs tuples in Python beyond 'one is mutable': the real differences in hashability, memory, safety and intent, plus a decision rule that works in practice.
Regular Expressions in Python, Part 1: Syntax, Functions, Flags
Regular expressions in Python from the ground up: raw strings, core syntax, match vs search vs fullmatch, flags, and five mistakes that silently break patterns.
Git and GitHub Tutorial: Install Git and Push to a Remote Repository
A Git and GitHub tutorial for beginners: install Git, sign in with SSH or a token (GitHub rejects passwords), write .gitignore, push, and undo mistakes.