Day 70 Audio-Podcast: Cross-Validation – Beginner’s Guide for AI Coding | #DailyAIWizard - video Dailymotion

DailyAIWizard

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 70 of the DailyAIWizard Python for AI series! 🚀 Join Anastasia (our main moderator), Irene, Ethan, Sophia, and Olivia as we build cross-validation for the AI Insight Hub app’s flower classifier, building on Days 66–69. Sophia leads two complex demos with Iris, 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 71: Project: Predicting House Prices—get excited for project magic! Subscribe, like, and share your ai_iris_cv.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

Transcript

00:00Hey, sexy wizards! Anastasia here, your main moderator, ready to charm you on Day 70 of Daily AI Wizards Python for AI series.

00:10After tuning in Day 69, we're mastering cross-validation for our AI Insight Hub app's flower classifier.

00:17Support our crew with a coffee at paypal.me Daily AI Wizard.

00:21Ethan, what's thrilling about cross-validation? Sophia, how does it build on Day 69's app?

00:27Hello, brilliant wizards! I'm Irene, thrilled to guide with Sophia's demos.

00:33Cross-validation ensures robust model evaluation. Our demos will make your skills sparkle. Love our vibe?

00:43Yo, wizards! Ethan's here, dropping spicy cross-validation code with a wink for Sophia.

00:50Splitting data for validation is gonna pop. Let's crank this AI party to 11.

00:55Sophia here, Ethan, and your charms got me blushing.

01:01I'm pumped to lead our app component demos and make cross-validation sizzle.

01:06Let's validate AI classifiers, wizards!

01:10Olivia here, darlings. I'll sprinkle flirty tips, ask Anastasia questions, and chat with Ethan to keep your CV learning hot.

01:19Ready to validate, wizards? Support with coffee!

01:22Wizards, cross-validation is your AI evaluation crush, darling. It splits data to ensure robust models.

01:30Ethan, can you explain K-Fold CV? Sophia, how does it enhance the app from Day 69?

01:37Cross-validation ensures reliable model performance for AI apps like AI Insight Hub.

01:44It prevents overfitting. Our demos will show how to validate the flower classifier.

01:51Thanks, Ethan and Sophia.

01:53Cross-validation makes AI so sexy and reliable.

01:57Get ready to validate wizards and prep for Day 71's house prices project.

02:02Wizards, today we're seducing you with Python's cross-validation magic.

02:06You'll master data prep, K-Fold CV, stratified CV, evaluation, and app integration with spicy demos to make you swoon.

02:15Sophia, what's the app focus?

02:17Ethan, any code highlights?

02:20Sophia's leading app component demos with fiery energy.

02:24Ethan's dropping hilarious code explanations.

02:26And Olivia's adding flirty tips.

02:29We're guiding you to master cross-validation and prep for Day 71's house prices project.

02:37Wizards, meet your Day 70 dream team.

02:40Anastasia's our main moderator with flirty charm.

02:43I'm guiding with warmth.

02:45Ethan's our code comedian.

02:47Flirting with Sophia.

02:49And Olivia's adding spicy tips.

02:52Oh, Irene, you're a gem.

02:54Sophia'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 cross-validation superstars.

03:05Wizards, cross-validation is your AI evaluation crush, darling.

03:08It splits data into folds for robust testing.

03:11Ethan, can you explain K-Fold CV?

03:14Sophia, how does it fit the app from Day 69?

03:17Anastasia, you make validation sound so hot.

03:21How does cross-validation improve the app's classifier love?

03:25Ethan, what's your take on CV in Python?

03:29Oh, Olivia, you tease.

03:31Cross-validation ensures reliable AI models.

03:34Ethan, Sophia, jump in with details.

03:36Anastasia, Olivia, cross-validation is like a hot splitter, validating AI with Flare.

03:44It's a CV party.

03:46Let's drop this code beat for Wizards.

03:49Yo, Wizards, cross-underscore-val-score, model, x, y, cv equals 5, splits data like a hot divider for Sophia, ensuring AI robustness.

04:01It's a K-Fold party.

04:03Let's drop this code beat and split some data.

04:07You're dividing my heart, Ethan.

04:10Wizards, K-Fold CV splits data for robust validation in the app.

04:15Try it in our demo.

04:16It's like splitting with passion.

04:18Wizards, stratified K-Fold, n-underscore-splits equals 5, balances classes like a hot equalizer for Sophia, ensuring AI fairness.

04:29It's a stratified party.

04:31Let's drop this code beat and balance some folds.

04:34You're balancing my heart, Ethan.

04:38Wizards, stratified K-Fold ensures balanced validation for the app.

04:44Try it in our demo.

04:45It's like balancing with passion.

04:48Wizards, cross-underscore-val-score, scoring equals accuracy, scores folds like a hot metric for Sophia, evaluating AI performance.

04:58It's a scoring party.

05:00Let's drop this code beat and score some folds.

05:02You're scoring my heart, Ethan.

05:07Wizards, CV scoring evaluates the app's classifier.

05:11Try it in our demo.

05:13It's like measuring with passion.

05:16Wizards, cross-underscore-val-score, model, X, Y, fits and validates like a hot trainer for Sophia, ensuring AI robustness.

05:26It's a fitting party.

05:27Let's drop this code beat and validate some models.

05:30Wizards, cross-underscore-val-score, dot-mean, averages fold scores like a hot stat for Sophia, checking AI reliability.

05:52It's a scoring party.

05:54Let's drop this code beat and average some scores.

05:58You're averaging my heart, Ethan.

06:02Wizards, CV scores evaluate the app's classifier reliability.

06:06Try it in our demo.

06:08It's like measuring with passion.

06:09Wizards, plt.plot, CV underscore-scores, visualizes CV scores like a sexy plot for Sophia, showing AI reliability.

06:21It's a visualization party.

06:23Let's drop this code beat and plot some scores.

06:27You're plotting my heart, Ethan.

06:30Wizards, visualizing CV scores shows app validation.

06:33Try it in our demo.

06:36It's like painting reliability with passion.

06:40Wizards, SicketLearn from day 43 is a hot tool for Sophia.

06:45Cross-underscore-val-score, validates models like a sexy tester.

06:49Coding fireworks make this party epic.

06:53You're testing my heart, Ethan.

06:56Wizards, SicketLearn powers cross-validation for the app.

07:00Try it in our challenge.

07:01It's like validating AI with passion.

07:05Wizards, standard scaler, preprocesses data like a hot transformation for Sophia, scaling AI features.

07:13It's a preprocessing party.

07:15Let's drop this code beat and ready the data.

07:18You're transforming my heart, Ethan.

07:22Wizards, SicketLearn preprocessing ensures accurate CV for the app.

07:26Try it in our demo.

07:28It's like polishing data with passion.

07:32Wizards, optimize cross-validation with proper fold numbers, stratified splits, and scoring metrics.

07:40Use SicketLearn to ensure robust AI models for top performance in your app.

07:46Optimized cross-validation so sexy, Irene.

07:49Clear practices make AI validation irresistible.

07:52Practice for Day 71's House Prices Project, Wizards, and keep that code sizzling.

07:59Wizards, cross-validation fits AI pipelines for robust evaluation, ensuring reliable models.

08:08It's essential.

08:09Your skills are ready for Day 71's House Prices Project.

08:15Oh, Irene, cross-validation's critical in AI pipelines, darling.

08:18It validates sexily.

08:20Your Day 70 skills make AI irresistible.

08:23Validate like pros.

08:25Wizards, here's your challenge.

08:27Create AIiris.cv.py to load iris, preprocess, engineer features, apply K-fold CV to random forest,

08:36evaluate with accuracy, visualize with Matplotlib, and build a streamlit app component.

08:42Run with python3aiiris.cv.pi and share on Instagram, darlings.

08:49This is thrilling, Wizards.

08:51Try cross-validation, stratified K-fold, and ST slider.

08:56Show us your results at Daily AI Wizard.

08:59It's an AI CV spell.

09:02Prep for Day 71's House Prices Project.

09:05Wizards, hit subscribe, like this video, and share your AIiris.cv.py output in the comments.

09:14Got CV questions?

09:16We're here to help.

09:17Join our Discord or X to connect and grow.

09:20Our community's a total heartthrob, Wizards.

09:23Post your code, flirt with tips, or share wins on Instagram.

09:28Support us with a coffee at paypal.medailyaiwizard.

09:31Subscribe for Day 71's House Prices Project.

09:35Wizards, you've stolen my heart with your cross-validation skills.

09:39Your iriscvdemo.pi and updated app iriscv.pi prove your AI superstars.

09:46Support us at paypal.me, Daily AI Wizard, and get hyped for Day 71's House Prices Project.

09:53I'm so proud, Wizards.

09:55You've mastered cross-validation for AI Insight Hub.

10:00Share your AIiriscv.pi on at Daily AI Wizard.

10:05Subscribe for Day 71's House Prices Adventure and join our Discord or X.

10:11Code the future, Wizards.

10:13You nailed CV, Wizards.

10:15Your validations are hot, Sophia.

10:18Get pumped for Day 71's House Prices Project.

10:22Let's keep this flirty AI party rockin' with more code.

10:26Wizards, you're phenomenal.

10:28These app demos were a blast, Ethan, and your CV skills are fire.

10:34Share your AI-iris-cv.py and subscribe for Day 71's House Prices Magic.

10:41Code the future, Wizards.

10:43You've swept me off my feet, Wizards.

10:47Your CV skills are pure AI seduction.

10:51Let's flirt with House Prices in Day 71.

10:54Keep coding sexy and get excited for more.

Day 70 Audio-Podcast: Cross-Validation – Beginner’s Guide for AI Coding | #DailyAIWizard

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