h585660/machine-learning-project

🤖 Machine Learning School Project: A Python adventure in predicting stay lengths! Harnessing pandas, sklearn, and a dash of midnight oil, it's a fun dive into the world of AI and data. 🎓🌲

🤖 Machine Learning School Project: "Because Machines Need Education Too!" 🎓

Hey there! Welcome to my (absolutely not created last night) school project where I tackled the age-old problem of... length of stays. I mean, who wants to overstay their welcome? Certainly not me. And certainly not the 30,000 test cases we had.

🤔 What's Inside?

• A couple of .csv files with mystery data. (Well, it's not THAT mysterious. One is for training, the other for testing. But let's keep the air of mystery going.)
• A Python script that looks suspiciously like I actually did something!
• My results, which prove that I didn't just watch Netflix while munching popcorn during the semester.

📚 How I Tackled the Project:

• Loaded some data.
• Preprocessed like a boss.
• Trained using the mighty Random Forest Regressor because...trees, right?
• Validated my model and saved it so it doesn't run away.

🔧 Tools & Libraries:

• pandas: For handling my data and ensuring I don't get bamboozled.
• joblib: Because who wants to train a model every single time?!
• sklearn: My partner-in-crime for everything ML.

🕺 Fun Fact:

This project contains over 70,000 training cases. That's almost the population of a small city. They now know more about length of stays than most of us!

😇 Credits:

This wonderful masterpiece is brought to you by Birkeland. Shout out to caffeine for making this possible!