GitPython is a Python library that lets you interact with Git repositories directly from Python code. You can clone, pull, push, and inspect commits without calling the git command line. This is useful when you need to automate repository operations…
The factorial of a number n is the product of every integer from 1 to n. factorial(5) = 5 * 4 * 3 * 2 * 1 = 120. The operation shows up in probability, permutations, and series expansions. Python…
You have a string and you want to list every possible combination of its characters. The order matters, and each character can either show up in a combination or vanish. That is the subsequence problem. I ran into it first…
When you build a classification model, accuracy is the number most people reach for first. It tells you what fraction of predictions were correct. That number feels good when it is high and bad when it is low. But accuracy…
Edge detection pinpoints where object boundaries occur in an image by finding pixels with sharp brightness changes. Every edge detection algorithm operates on the same principle: measure how fast pixel values are changing, flag the locations where that change exceeds…
Saving data is one of the most common tasks you will face in Python. Whether you are building a script that logs user actions, a web application that persists user sessions, or a data pipeline that outputs processed results, you…
Mean and standard deviation are the two statistics you reach for first when you need to understand a dataset. Mean tells you where the center of your data sits. Standard deviation tells you how tightly or loosely the values cluster…
Principal component analysis, or PCA in short, is famously known as a dimensionality reduction technique. It has been around since 1901 and is still used as a predominant dimensionality reduction method in machine learning and statistics. PCA is an unsupervised…
Counterfeit detection sounds like a job for the Secret Service. Turns out, it is also a solid machine learning exercise. The fake bills dataset from Kaggle packs 1,400 labeled dollar bills with six geometric measurements. The question is not just…
Your chatbot can’t answer questions about your company’s internal docs. Your AI assistant hallucinates facts instead of checking your knowledge base. Sound familiar? RAG (Retrieval Augmented Generation) solves this by connecting your LLM to actual documents, so it answers based…