Loan Approval Prediction Using Decision Tree | Machine Learning Project in Python | Hindi #ml

Can Machine Learning predict whether a person’s loan application will be approved or rejected? 💰🤖 In this video, we build a complete Loan Approval Prediction Machine Learning Project using Decision Tree with Python. This is a practical, end-to-end ML project where we go from understanding the dataset to preprocessing the data, training a Decision Tree model, and evaluating its performance. I'll explain everything step-by-step in English + Hindi (Hinglish) so you can understand not only the code but also the ML concepts behind it. 🔥 What we cover in this project: 00:00 - Introduction 00:00 - Understanding the Loan Approval Problem 00:00 - Dataset & Features 00:00 - Exploratory Data Analysis 00:00 - Handling Missing Values 00:00 - Categorical & Numerical Features 00:00 - Data Preprocessing 00:00 - Encoding Categorical Variables 00:00 - Train-Test Split 00:00 - Building the Decision Tree Model 00:00 - Model Training 00:00 - Making Predictions 00:00 - Model Evaluation 00:00 - Understanding Accuracy, Precision & Recall 00:00 - Final Results 00:00 - What we can improve next 🌳 Machine Learning Algorithm Used: Decision Tree Classifier datacleaning    • Loan Approval Prediction using Machine Lea...   EDA    • EDA in Python for Machine Learning | 5 Que...   Data Preprocessing    • Data Preprocessing in Python for Machine L...   Logic Regression :-    • Logistic Regression Implementation on Loan...   GitHub https://github.com/vik...​ #datascience #python #ai 🐍 Technologies Used: • Python • Pandas • NumPy • Matplotlib • Seaborn • Scikit-learn • Jupyter Notebook 🎯 Who should watch this video? This video is useful for: • Intermediate Python developers • Machine Learning beginners moving toward projects • Data Science students • ML interview preparation • Anyone building real-world ML projects The goal is not just to copy the code, but to understand how an ML project is actually built from raw data to prediction. If you found this project useful, don't forget to Like 👍, Subscribe 🔔, and share it with someone learning Machine Learning. #MachineLearning #Python #DecisionTree