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Machine Learning
Machine Learning
Showing 1 - 10 of 23 results
Mastering Random Forest Regression: Predict House Prices with Python & scikit-learn
May 29, 2026
This notebook teaches you how to build a Random Forest Regressor from scratch using Python and scikit-learn, applied to the...
Random Forest Classifier – Credit Risk
May 29, 2026
Here I use RFC to show its application in finance domain to predict if a loan granted to a person...
Random Forest Classifier – Beginners Introduction on Heart Disease
May 29, 2026
This notebook teaches you how to build a Random Forest Classifier from scratch using Python and scikit-learn, applied to a...
Logistic Regression – Stocks
May 27, 2026
Here we will understand how logistic regression models a binary outcome in stocks. The features would be RSI, Moving Averages,...
Naive Bayes
May 26, 2026
This notebook builds a simple categorical Naive Bayes classifier to predict whether a customer will buy a product based on...
Neural Network – Designing a Simple Neuron
May 26, 2026
Here I show how to design a signle neuron using numpy library numpy_for_NN In [2]: import numpy as np import...
Linear Regression Explained Using Student Study Hours Example
May 26, 2026
Linear Regression is one of the simplest and most important Machine Learning algorithms used for predicting numerical values. It helps...
Logistic Regression – A Beginner’s Guide with Real-World Examples
May 26, 2026
Logistic Regression is one of the most popular and beginner-friendly machine learning algorithms. Despite having the word “regression” in its...
What is a Naive Bayes Classifier? A Beginner’s Guide with Examples
May 26, 2026
A Naive Bayes Classifier is a simple yet powerful machine learning algorithm used to classify data into categories. It’s based...
Bayesian Classifier – Credit Card Risk
May 23, 2026
Bayesian_credit_risk In [ ]: Dataset source: https://www.kaggle.com/datasets/laotse/credit-risk-dataset STEP 1: LOAD THE CREDIT RISK DATASET¶ In [36]: # Import pandas import...
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