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...
#PythonForAI #LearnPython #AICoding #DailyAIWizard
Hashtags:
#Python #LearnPython #PythonForAI #AICoding #PythonTutorial #CodingForBeginners #ScikitLearn #Datasets #AIProgramming #TechTutorial #MachineLearning #DailyAIWizard #CodeTheFuture
Tags:
Python, Learn Python, Python for AI, AI Coding, Python Tutorial, Coding for Beginners, Scikit-learn, Datasets, AI Programming, Tech Tutorial, Python 3, Coding Journey, VS Code, Beginner Programming, Machine Learning, Data Science, DailyAIWizard, Code the Future
1970s jazz, retro jazz, morning coffee, ocean views, vintage vibe, jazz playlist, positive music, coffee time, 70s music, smooth jazz, beachside jazz, funky jazz, relaxation music, morning vibes, instrumental jazz, Python, Learn Python, Python for AI, AI Coding, Python Tutorial, Coding for Beginners, TensorFlow, Neural Networks, AI Programming, Tech Tutorial, Python 3, Coding Journey, VS Code, Beginner Programming, Machine Learning, Data Science, DailyAIWizard, Code the Future
Timestamps:
00:00 Predicting House Prices
01:25 Why House Price Prediction?
03:08 What is House Price Prediction?
07:59 Demo
19:29 Libraries
21:18 Community Call
🚀 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...
#PythonForAI #LearnPython #AICoding #DailyAIWizard
Hashtags:
#Python #LearnPython #PythonForAI #AICoding #PythonTutorial #CodingForBeginners #ScikitLearn #Datasets #AIProgramming #TechTutorial #MachineLearning #DailyAIWizard #CodeTheFuture
Tags:
Python, Learn Python, Python for AI, AI Coding, Python Tutorial, Coding for Beginners, Scikit-learn, Datasets, AI Programming, Tech Tutorial, Python 3, Coding Journey, VS Code, Beginner Programming, Machine Learning, Data Science, DailyAIWizard, Code the Future
1970s jazz, retro jazz, morning coffee, ocean views, vintage vibe, jazz playlist, positive music, coffee time, 70s music, smooth jazz, beachside jazz, funky jazz, relaxation music, morning vibes, instrumental jazz, Python, Learn Python, Python for AI, AI Coding, Python Tutorial, Coding for Beginners, TensorFlow, Neural Networks, AI Programming, Tech Tutorial, Python 3, Coding Journey, VS Code, Beginner Programming, Machine Learning, Data Science, DailyAIWizard, Code the Future
Timestamps:
00:00 Predicting House Prices
01:25 Why House Price Prediction?
03:08 What is House Price Prediction?
07:59 Demo
19:29 Libraries
21:18 Community Call
Category
đź“š
LearningTranscript
00:00Hey, sexy wizards. Anastasia here, your main moderator, ready to charm you on Day 71 of Daily AI Wizard's Python for AI series.
00:10After cross-validation in Day 70, we're predicting house prices for our AI Insight Hub app.
00:16Support our crew with a coffee at paypal.me, Daily AI Wizard.
00:21Ethan, what's thrilling about this project?
00:23Sophia, how does it build on Day 70's app?
00:26Hello, brilliant wizards. I'm Irene, thrilled to guide with Sophia's demos.
00:33Predicting house prices combines regression and app integration.
00:37Our demos will make your skills sparkle. Love our vibe? Buy us a coffee.
00:44Yo, wizards. Ethan's here, dropping spicy regression code with a wink for Sophia.
00:51Predicting prices is gonna pop. Let's crank this AI party to 11.
00:56Sophia here, Ethan, and your charms got me blushing.
01:01I'm pumped to lead our app component demos and make price predictions sizzle.
01:06Let's predict houses, wizards.
01:10Olivia here, darlings. I'll sprinkle flirty tips, ask Anastasia questions, and chat with Ethan to keep your prediction learning hot.
01:20Ready to predict, wizards?
01:21Wizards, house price prediction is your AI real-world crush, darling.
01:31It uses regression for practical insights.
01:34Ethan, can you explain regression models?
01:37Sophia, how does it enhance the app from Day 70?
01:41Predicting house prices applies regression for AI apps like AI Insight Hub.
01:46It's practical. Our demos will show how to build the house price predictor component.
01:53Thanks, Ethan and Sophia.
01:55Prediction makes AI so sexy and practical.
01:58Get ready to predict, wizards, and prep for Day 72's Iris project.
02:03Wizards, today we're seducing you with Python's price prediction magic.
02:07You'll master data prep, feature engineering, random forest regression, evaluation, and app integration, with spicy demos to make you swoon.
02:16Sophia, what's the app focus?
02:18Ethan, any code highlights?
02:21Sophia's leading app component demos with fiery energy.
02:25Ethan's dropping hilarious code explanations.
02:28And Olivia's adding flirty tits.
02:30We're guiding you to master price prediction and prep for Day 72's Iris project.
02:37Wizards, meet your Day 71 dream team.
02:41Anastasia's our main moderator with flirty charm.
02:45I'm guiding with warmth.
02:46Ethan's our code comedian, flirting with Sophia.
02:50And Olivia's adding spicy tips.
02:53Oh, Irene, you're a gem.
02:55Sophia's leading app demos with passion.
02:57Ethan's stealing my heart with code.
02:59And Olivia's tossing flirty tips.
03:01We're here to make you prediction superstars.
03:04Wizard's house price prediction is your AI regression crush, darling.
03:13It predicts prices using features like size and location.
03:16Ethan, can you explain random forest regression?
03:20Sophia, how does it fit the app from Day 70?
03:23Anastasia, you make predictions sound so hot.
03:27How does regression improve the app's predictor, love?
03:30Ethan, what's your take on regression in Python?
03:34Oh, Olivia, you tease.
03:36Regression predicts AI prices robustly.
03:39Ethan, Sophia, jump in with details.
03:42Anastasia, Olivia, regressions like a hot predictor, forecasting AI with flair.
03:49It's a prediction party.
03:50Let's drop this code beat for Wizards.
03:52Yo, Wizards, pdread underscore csv, loads house price data like a love letter to Sophia, prepping for AI prediction.
04:02It's a loading party.
04:04Let's drop this code beat and start forecasting.
04:08You're loading my heart, Ethan.
04:12Wizards, loading house data sets the stage for prediction.
04:16Try it in our demo.
04:18It's like inviting data to the prediction party.
04:21Wizards, standard scaler, dot fit underscore transform, pre-processes house data like a hot transformation for Sophia, scaling AI features.
04:32It's a pre-processing party.
04:34Let's drop this code beat and ready the data.
04:38You're transforming my heart, Ethan.
04:42Wizards, pre-processing house data ensures accurate prediction.
04:46Try it in our demo.
04:48It's like polishing data with passion.
04:52Wizards, 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.
05:06It's an engineering party.
05:08Let's drop this code beat.
05:10You're engineering my heart, Ethan.
05:13Wizards, feature engineering enhances prediction for the app.
05:19Try it in our demo.
05:21It's like crafting features with passion.
05:25Wizards, random forest regressor, dot fit, x, y, predicts prices like a hot forecaster for Sophia, powering AI accuracy.
05:34It's a regression party.
05:36Let's drop this code beat and predict some prices.
05:39You're forecasting my heart, Ethan.
05:44Wizards, random forest predicts prices for the app.
05:48Try it in our demo.
05:50It's like predicting with passion.
05:53Wizards, cross underscore val underscore score, model, x, y, cv equals 5, validates like a hot checker for Sophia, ensuring AI robustness.
06:05It's a cv party.
06:06Let's drop this code beat and validate some predictions.
06:11You're validating my heart, Ethan.
06:15Wizards, cross-validation ensures reliable predictions for the app.
06:20Try it in our demo.
06:22It's like validating with passion.
06:24Wizards, 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.
06:38It's a metrics party.
06:39Let's drop this code beat.
06:41Let's drop this code beat and fit some models.
07:12You're fitting my heart, Ethan.
07:15Wizards, our superscript 2 evaluates the app's predictor fit.
07:21Try it in our demo.
07:22It's like fitting with passion.
07:25Wizards, plt.scatter, y underscore test, y underscore pred, visualizes predictions like a sexy plot for Sophia, showing AI prices.
07:36It's a visualization party.
07:38Let's drop this code beat and plot some predictions.
07:42You're plotting my heart, Ethan.
07:46Wizards, visualizing predictions shows app accuracy.
07:49Try it in our demo.
07:52It's like painting prices with passion.
08:00Wizards, it's demo time, and I'm thrilled to lead two complex app component demos.
08:05We'll build the house price predictor with random forest and streamlit for AI Insight Hub, continuing from days 70, 67 to 69.
08:16Get your Python setup ready, and let's make AI shine.
08:20Oh, Sophia, you're making my heart race.
08:24Ensure Python, VS Code, Pandas, NumPy, Matplotlib, Seaborn, PsychitLearn, and Streamlit are set up.
08:32Wizards, and open days 70, 67, 69's app files to continue.
08:38Ethan and Olivia will spice it up.
08:40Let's predict, cuties.
08:42Wizards, let's prep to continue the app from days 70, 67 to 69.
08:48Open VS Code, load days 70, 67, 69's app files, updated underscore app underscore iris underscore k and n dot p y, updated underscore app underscore iris underscore k means dot p y.
09:02Updated underscore app underscore iris underscore p c a dot p y, updated underscore app underscore iris underscore tuning dot p y, create house underscore price underscore demo dot p y, and updated underscore app underscore house underscore price dot p y, and save in Python demo.
09:20Run pip install pandas numpy matplotlib seaborn sickitlearn streamlit joblib to ensure libraries are ready.
09:26Sophia, you make continuations sound so dreamy.
09:32How do wizards build on days 70, 67, 69's app like pros?
09:38Love.
09:39Ethan, what's your take on app continuation?
09:43You're too sweet, Olivia.
09:45Start by importing days 70, 67, 69's model, add regression code, and run streamlit run updated underscore app underscore house underscore price dot p y to see the updated app.
09:59Let's make these demos sparkle.
10:04Anastasia, Olivia, app continuations like a hot sequel, building on days 70, 67 to 69 for AI Insight Hub.
10:12It's a party starter, let's drop this code beat.
10:18Wizards, our first demo in house underscore price underscore demo dot p y builds a random forest regression model for house prices.
10:26We'll load data, pre-process, engineer features, fit, evaluate, and visualize.
10:34Let's run this and see prediction magic.
10:38Oh, Sophia, you're making this demo hot.
10:41Random forest regressor, dot fit, predicts with swagger, total prediction party.
10:49Wizards, pd read underscore csv, loads house data like a love letter to Sophia, prepping for AI prediction.
10:57It's a loading party, let's drop this code beat and start forecasting.
11:02You're loading my heart, Ethan.
11:06Wizards, loading house data sets the stage for prediction.
11:09Try it in our demo, it's like inviting data to the prediction party.
11:17Wizards, standard scaler, dot fit underscore transform, pre-processes house data like a hot transformation for Sophia, scaling AI features.
11:26It's a pre-processing party, let's drop this code beat and ready the data.
11:30You're transforming my heart, Ethan.
11:35Wizards, pre-processing house data ensures accurate prediction.
11:40Try it in our demo, it's like polishing data with passion.
11:45Wizards, 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.
12:00It's an engineering party, let's drop this code beat.
12:03You're engineering my heart, Ethan.
12:08Wizards, feature engineering enhances prediction for the app.
12:13Try it in our demo, it's like crafting features with passion.
12:19Wizards, random forest regressor, dot fit, x, y, fits the model like a hot forecaster for Sophia, predicting AI prices.
12:27It's a fitting party, let's drop this code beat and predict some prices.
12:34You're forecasting my heart, Ethan.
12:38Wizards, fitting random forest predicts prices for the app.
12:42Try it in our demo, it's like predicting with passion.
12:46Wizards, cross underscore val underscore score, model, x, y, cv equals 5, validates like a hot checker for Sophia, ensuring AI robustness.
12:59It's a cv party, let's drop this code beat and validate some predictions.
13:05You're validating my heart, Ethan.
13:09Wizards, cross validation ensures reliable predictions for the app.
13:14Try it in our demo.
13:16It's like validating with passion.
13:19Wizards, 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.
13:32It's a metrics party, let's drop this code beat.
13:36You're measuring my heart, Ethan.
13:40Wizards, RMSE evaluates the app's predictor accuracy.
13:44Try it in our demo, it's like measuring with passion.
13:48It's like fitting with passion.
13:50Wizards, RMSE, RMSE, y underscore test, y underscore pred, computes RMSE like a hot stat for Sophia, showing AI fit.
14:00It's a metrics party, let's drop this code beat and fit some models.
14:04You're fitting my heart.
14:07You're fitting my heart, Ethan.
14:09Wizards, RMSE evaluates the app's predictor fit.
14:14Try it in our demo, it's like fitting with passion.
14:18wizards plt.scatter y underscore test y underscore pred visualizes predictions like a sexy plot for
14:27sophia showing ai prices it's a visualization party let's drop this code beat and plot some
14:34predictions you're plotting my heart ethan wizards visualizing predictions shows app accuracy
14:43try it in our demo it's like painting prices with passion
15:13so
15:15so
15:20so
15:25so
15:28so
15:32so
15:38Wizards, our second demo in updated underscore app underscore house underscore price.py updates
15:56the day's 70, 67 to 69 app with house price prediction. We'll add random forest, evaluation,
16:04and UI. Let's run this and see app magic. Sophia, you're making this demo sizzle.
16:14Random forest regressor and stwrite, frmse, reams, 0.2f, predict with swagger, total prediction party.
16:24Wizards, import streamlit as sti sets up the app like a hot interface for Sophia,
16:28powering AI Insight Hub. It's a streamlit party. Let's drop this code beat and design.
16:36You're interfacing my heart, Ethan. Wizards, streamlit builds the app's UI for prediction.
16:44Try it in our demo. It's like designing with passion.
16:49Wizards, stslider, captures user input like a hot choice for Sophia, enabling app prediction.
16:56It's an input party. Let's drop this code beat and interact.
17:02You're choosing my heart, Ethan.
17:05Wizards, user input powers the app's interactivity for prediction.
17:10Try it in our demo. It's like engaging users with passion.
17:16Wizards, after demos, let's discuss app prediction.
17:19Model dot, predict input scaled predicts in streamlit like a sexy forecast,
17:24powering AI Insight Hub's house price predictor.
17:28App prediction uses random forests to deliver real-time results.
17:32It makes AI Insight Hub practical.
17:35Use it to engage users with accurate predictions.
17:39Oh, Anastasia, prediction's so hot.
17:42It fine-tunes the app's accuracy.
17:45Wizards, try app prediction in your challenge to predict like pros.
17:50Wizards, joblib.dump, model, model.pkl,
17:56saves the prediction model like a sexy archive enabling app reuse.
18:00It's a saving party for AI Insight Hub.
18:04Saving models ensures app portability.
18:07Use joblib to store trained models.
18:10Integrate them into streamlit for seamless prediction.
18:13Oh, Anastasia, savings so hot.
18:17It fine-tunes app efficiency.
18:20Wizards, try saving models in your challenge to reuse like pros.
18:25Wizards, try to action malign **
18:25If they are not attached to you
18:44That is a simple concept of equipment.
18:46Wizards, try to Oscar protect your load of fans to make a possible way.
18:48ickets will take care of $170.
18:51This is a fast car, Jim Grant.
18:52Which is a driven roadmap.
19:24You're forecasting my heart, Ethan.
19:46Wizards, SickItLearn powers prediction for the app.
19:50Try it in our challenge, it's like predicting AI with passion.
19:55Wizards, Standard Scaler, pre-processes data like a hot transformation for Sophia, scaling AI features.
20:03It's a pre-processing party, let's drop this code beat and ready the data.
20:09You're transforming my heart, Ethan.
20:13Wizards, SickItLearn pre-processing ensures accurate prediction for the app.
20:19Try it in our demo, it's like polishing data with passion.
20:24Wizards, optimize prediction with proper pre-processing, feature engineering and cross-validation.
20:31Use SickItLearn to ensure robust AI models for top performance in your app.
20:38Optimized prediction so sexy, Irene.
20:41Clear practices make AI forecasting irresistible.
20:44Practice for Day72's Iris Project Wizards and keep that code sizzling.
20:49Wizards, prediction fits AI pipelines for real-world tasks, delivering accurate results.
20:56It's practical.
20:58Your skills are ready for Day72's Iris Project.
21:03Oh, Irene, prediction's critical in AI pipelines, darling.
21:06It forecasts sexily.
21:08Your Day71 skills make AI irresistible.
21:11Predict like pros.
21:12Wizards, hit subscribe, like this video, and share your HousePriceDemo.py output in the comments.
21:26Got prediction questions?
21:27We're here to help.
21:29Join our Discord or X to connect and grow.
21:33Our community's a total heartthrob, Wizards.
21:36Post your code, flirt with tips, or share wins on Instagram.
21:39Support us with a coffee at paypal.me, it's your Daily AI Wizard.
21:44Subscribe for Day72's Iris Project.
21:48Wizards, you've stolen my heart with your prediction skills.
21:51Your HousePriceDemoPY and updated app HousePricePY prove your AI superstars.
21:56Support us at paypal.me, Daily AI Wizard, and get hyped for Day72's Iris Project.
22:02I'm so proud, Wizards.
22:05You've mastered HousePricePrediction for AI Insight Hub.
22:09Share your HousePriceDemo.py on at Daily AI Wizard.
22:15Subscribe for Day72's Iris Project and join our Discord or X.
22:21Code the future, Wizards.
22:23You nailed prediction, Wizards.
22:26Your prices are hot, Sophia.
22:29Get pumped for Day72's Iris Project.
22:32Let's keep this flirty AI party rockin' with more code.
22:37Wizards, you're phenomenal.
22:40These app demos were a blast, Ethan, and your prediction skills are fire.
22:46Share your HousePriceDemo.py and subscribe for Day72's Iris Magic.
22:53Code the future, Wizards.
22:55You've swept me off my feet, Wizards.
22:59Your prediction skills are pure AI seduction.
23:04Let's flirt with Iris in Day72, keep coding sexy, and get excited for more.
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