Kick off your coding day with a groovy 1970s jazz playlist, infused with a positive morning coffee vibe and stunning ocean views from a retro beachside room. Let the smooth saxophone and funky beats lift your spirits as you dive into Day 71 of the DailyAIWizard Python for AI series!
🚀 Join Anastasia (our main moderator), Irene, Ethan, Sophia, and Olivia as we build a house price prediction project for the AI Insight Hub app, building on Days 67–70. Sophia leads two complex demos with a house price dataset, Ethan drops flirty, hilarious code explanations, and Olivia adds spicy tips. Support our crew with a coffee at PayPal.me/DailyAIWizard! Perfect for beginners!
💻 Get ready for Day 72: Project: Classifying Iris Flowers—get excited for classification magic! Subscribe, like, and share your house_price_demo.py output in the comments! Connect with us on Discord, X, or Instagram (@DailyAIWizard) for more AI and jazz vibes. Code the Future, Wizards! 🌟
pay a coffee: https://www.paypal.com/pool/9j2tp7IvP...
00:00Wizards House Price Prediction is your AI regression crush, darling.
00:04It predicts prices using features like size and location.
00:08Ethan, can you explain Random Forest Regression?
00:11Sophia, how does it fit the app from Day 70?
00:14Anastasia, you make predictions sound so hot.
00:18How does regression improve the app's predictor, love?
00:22Ethan, what's your take on regression in Python?
00:25Oh, Olivia, you tease.
00:27Regression predicts AI prices robustly.
00:30Ethan, Sophia, jump in with details.
00:34Anastasia, Olivia, regressions like a hot predictor, forecasting AI with flair.
00:40It's a prediction party, let's drop this code beat for Wizards.
00:45Yo, Wizards, pdread underscore csv, loads house price data like a love letter to Sophia, prepping for AI prediction.
00:53It's a loading party, let's drop this code beat and start forecasting.
01:00You're loading my heart, Ethan.
01:03Wizards, loading house data sets the stage for prediction.
01:07Try it in our demo, it's like inviting data to the prediction party.
01:12Wizards, standard scaler, dot fit underscore transform, pre-processes house data like a hot transformation for Sophia, scaling AI features.
01:23It's a pre-processing party, let's drop this code beat and ready the data.
01:28You're transforming my heart, Ethan.
01:33Wizards, pre-processing house data ensures accurate prediction.
01:38Try it in our demo, it's like polishing data with passion.
01:42Wizards, df, rooms underscore per underscore house, equals df, total underscore rooms, slash df, households, engineers features like a hot creation for Sophia, boosting AI prediction.
01:57It's an engineering party, let's drop this code beat.
02:02You're engineering my heart, Ethan.
02:05Wizards, feature engineering enhances prediction for the app.
02:10Try it in our demo.
02:12It's like crafting features with passion.
02:16Wizards, random forest regressor, dot fit, x, y, predicts prices like a hot forecaster for Sophia, powering AI accuracy.
02:26It's a regression party, let's drop this code beat and predict some prices.
02:32You're forecasting my heart, Ethan.
02:35Wizards, random forest predicts prices for the app.
02:40Try it in our demo.
02:41It's like predicting with passion.
02:45Wizards, cross underscore val underscore score, model, x, y, cv equals 5, validates like a hot checker for Sophia, ensuring AI robustness.
02:57It's a CV party, let's drop this code beat and validate some predictions.
03:01You're validating my heart, Ethan.
03:05Wizards, cross-validation ensures reliable predictions for the app.
03:11Try it in our demo.
03:12Try it in our demo.
03:13It's like validating with passion.
03:17Wizards, mean underscore squared underscore error, y underscore test, y underscore pred, squared equals false, computes RMSE like a hot metric for Sophia, checking AI accuracy.
03:28It's a metrics party.
03:29It's a metrics party.
03:30Let's drop this code beat.
03:33You're measuring my heart, Ethan.
03:37Wizards, RMSE evaluates the app's predictor accuracy.
03:42Try it in our demo.
03:43It's like measuring with passion.
03:47Wizards, R2 underscore score, y underscore test, y underscore pred, computes RMSE like a hot stat for Sophia, showing AI fit.
03:58It's a metrics party.
03:59Let's drop this code beat and fit some models.
04:04You're fitting my heart, Ethan.
04:07Wizards, RMSE evaluates the app's predictor fit.
04:11Try it in our demo.
04:14It's like fitting with passion.
04:17Wizards, plt.scatter, y underscore test, y underscore pred, visualizes predictions like a sexy plot for Sophia, showing AI prices.
04:28It's a visualization party.
04:29Let's drop this code beat and plot some predictions.
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