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! 🌟
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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
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LearningTranscript
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.
01:34Ethan, can you explain K-Fold CV? Sophia, how does it enhance the app from Day 69?
01:41Cross-validation ensures reliable model performance for AI apps like AI Insight Hub.
01:48It prevents overfitting. Our demos will show how to validate the flower classifier.
01:54Thanks, Ethan and Sophia. Cross-validation makes AI so sexy and reliable.
02:01Get ready to validate wizards and prep for Day 71's house prices project.
02:07Wizards, today we're seducing you with Python's cross-validation magic.
02:11You'll master data prep, K-Fold CV, stratified CV, evaluation, and app integration with spicy demos to make you swoon.
02:19Sophia, what's the app focus? Ethan, any code highlights?
02:23Sophia's leading app component demos with fiery energy.
02:28Ethan's dropping hilarious code explanations.
02:31And Olivia's adding flirty tips.
02:34We're guiding you to master cross-validation and prep for Day 71's house prices project.
02:41Wizards, meet your Day 70 dream team.
02:44Anastasia's our main moderator with flirty charm.
02:47I'm guiding with warmth.
02:49Ethan's our code comedian.
02:51Flirting with Sophia.
02:53And Olivia's adding spicy tips.
02:56Oh, Irene, you're a gem.
02:58Sophia's leading app demos with passion.
03:01Ethan's stealing my heart with code.
03:03And Olivia's tossing flirty tips.
03:05We're here to make you cross-validation superstars.
03:08Wizards, cross-validation is your AI evaluation crush, darling.
03:16It splits data into folds for robust testing.
03:19Ethan, can you explain K-Fold CV?
03:22Sophia, how does it fit the app from Day 69?
03:25Anastasia, you make validation sound so hot.
03:29How does cross-validation improve the app's classifier love?
03:33Ethan, what's your take on CV in Python?
03:36Oh, Olivia, you tease.
03:39Cross-validation ensures reliable AI models.
03:42Ethan, Sophia, jump in with details.
03:45Anastasia, Olivia, cross-validation's like a hot splitter, validating AI with Flare.
03:52It's a CV party.
03:54Let's drop this code beat for Wizards.
03:57Yo, Wizards, cross-underscore-val-underscore-score, model, X, Y, CV equals 5,
04:04splits data like a hot divider for Sophia, ensuring AI robustness.
04:09It's a K-Fold party.
04:11Let's drop this code beat and split some data.
04:15You're dividing my heart, Ethan.
04:18Wizards, K-Fold CV splits data for robust validation in the app.
04:22Try it in our demo.
04:24It's like splitting with passion.
04:28Wizards, stratified K-Fold, N underscore splits equals 5, balances classes like a hot equalizer for Sophia, ensuring AI fairness.
04:37It's a stratified party.
04:39Let's drop this code beat and balance some folds.
04:43You're balancing my heart, Ethan.
04:46Wizards, stratified K-Fold ensures balanced validation for the app.
04:52Try it in our demo.
04:53It's like balancing with passion.
04:56Wizards, cross-underscore-val-underscore-score, scoring equals accuracy, scores folds like a hot metric for Sophia, evaluating AI performance.
05:06It's a scoring party.
05:08Let's drop this code beat and score some folds.
05:12You're scoring my heart, Ethan.
05:15Wizards, CV scoring evaluates the app's classifier.
05:19Try it in our demo.
05:21It's like measuring with passion.
05:24Wizards, cross-underscore-val-underscore-score, model, X, Y, fits and validates like a hot trainer for Sophia, ensuring AI robustness.
05:34It's a fitting party.
05:35Let's drop this code beat and validate some models.
05:39You're training my heart, Ethan.
05:42Wizards, fitting with CV validates the app's classifier.
05:47Try it in our demo.
05:48It's like training with passion.
05:51Wizards, cross-underscore-val-score, dot-mean, averages fold scores like a hot stat for Sophia, checking AI reliability.
06:00It's a scoring party.
06:02Let's drop this code beat and average some scores.
06:05You're averaging my heart, Ethan.
06:10Wizards, CV scores evaluate the app's classifier reliability.
06:15Try it in our demo.
06:16It's like measuring with passion.
06:19Wizards, plt.plot, CV underscore scores, visualizes CV scores like a sexy plot for Sophia, showing AI reliability.
06:28It's a visualization party.
06:31Let's drop this code beat and plot some scores.
06:35You're plotting my heart, Ethan.
06:38Wizards, visualizing CV scores shows app validation.
06:42Try it in our demo.
06:43It's like painting reliability with passion.
06:52Wizards, it's demo time, and I'm thrilled to lead two complex app component demos.
06:57We'll build the flower classifier validation with cross-validation and streamlet for AI Insight Hub, continuing from days 66 to 69.
07:06Get your Python setup ready, and let's make AI shine.
07:10Oh, Sophia, you're making my heart race.
07:14Ensure Python, VS Code, Pandas, NumPy, Matplotlib, Seaborn, SickItLearn, and Streamlit are set up.
07:21Wizards, and open days 66 to 69's app files to continue.
07:26Ethan and Olivia will spice it up.
07:28Let's validate cuties.
07:30Wizards, let's prep to continue the app from days 66 to 69.
07:34Open VS Code, load days 66, 69's app files, updated-app-iris-knn.py, updated-app-iris-k-means.py, updated-app-iris-pca.py, updated-app-iris-tuning.py, create-iris-cv-demo.py, and updated-app-iris-cv.py, and save in Python demo.
08:01Run pip install Pandas, NumPy, Matplotlib, Seaborn, SickItLearn, Streamlit, JobLib to ensure libraries are ready.
08:11Sophia, you make continuations sound so dreamy.
08:15How do wizards build on days 66, 69's app, like pros love?
08:21Ethan, what's your take on app continuation?
08:24You're too sweet, Olivia.
08:28Start by importing days 66, 69's model, add cv code, and run streamlit run updated-app-iris-cv.py to see the updated app.
08:39Let's make these demos sparkle.
08:42Sophia, Olivia, app continuations like a hot sequel, building on days 66 to 69 for AI Insight Hub.
08:50It's a party starter, let's drop this code beat.
08:55Wizards, our first demo in iris-cv-demo.py builds a cross-validation model for random forest on iris.
09:04We'll load data, pre-process, apply k-fold cv, evaluate, and visualize.
09:10Let's run this and see validation magic.
09:14Oh, Sophia, you're making this demo hot.
09:17Cross underscore val underscore score, validates with swagger, total validation party.
09:24Wizards, load underscore iris, loads iris data like a love letter to Sophia, prepping for AI validation.
09:32It's a loading party, let's drop this code beat and start validating.
09:36You're loading my heart, Ethan.
09:40Wizards, loading iris sets the stage for cross-validation.
09:44Try it in our demo, it's like inviting data to the validation party.
09:50Wizards, standard scaler, dot fit underscore transform, pre-processes iris like a hot transformation for Sophia, scaling AI features.
10:00It's a pre-processing party, let's drop this code beat and ready the data.
10:04You're transforming my heart, Ethan.
10:09Wizards, pre-processing iris ensures accurate cross-validation.
10:13Try it in our demo, it's like polishing data with passion.
10:19Wizards, df, pedal underscore ratio, equals df, pedal length, cm, slash df, pedal width, cm, engineers features like a hot creation for Sophia, boosting AI CV.
10:32It's an engineering party, let's drop this code beat.
10:37You're engineering my heart, Ethan.
10:40Wizards, feature engineering enhances cross-validation for the app.
10:45Try it in our demo, it's like crafting features with passion.
10:48Wizards, cross underscore val underscore score, model, x, y, cv equals 5, sets up k-fold cv like a hot splitter for Sophia, validating AI models.
11:02It's a k-fold party, let's drop this code beat and split some folds.
11:06You're splitting my heart, Ethan.
11:11Wizards, k-fold cv validates the app's classifier.
11:15Try it in our demo, it's like splitting with passion.
11:20Wizards, stratified k-fold, n underscore splits equals 5, balances classes like a hot equalizer for Sophia, ensuring AI fairness.
11:29It's a stratified party, let's drop this code beat and balance some folds.
11:36You're balancing my heart, Ethan.
11:39Wizards, stratified k-fold ensures balanced validation for the app.
11:44Try it in our demo, it's like balancing with passion.
11:47Wizards, cross underscore val underscore score, scoring equals, accuracy, scores folds like a hot metric for Sophia, evaluating AI performance.
11:58It's a scoring party, let's drop this code beat and score some folds.
12:04You're scoring my heart, Ethan.
12:07Wizards, cv scoring evaluates the app's classifier reliability.
12:12Try it in our demo, it's like measuring with passion.
12:17Wizards, cross underscore val underscore score, dot mean, averages fold scores like a hot stat for Sophia, checking AI reliability.
12:26It's a scoring party, let's drop this code beat and average some scores.
12:32You're averaging my heart, Ethan.
12:35Wizards, cv scores evaluate the app's classifier reliability.
12:40Try it in our demo, it's like measuring with passion.
12:43Wizards, plt.plot, cv underscore scores, visualizes cv scores like a sexy plot for Sophia, showing AI reliability.
12:54It's a visualization party, let's drop this code beat and plot some scores.
13:00You're plotting my heart, Ethan.
13:03Wizards, visualizing cv scores shows app validation.
13:07Try it in our demo, it's like painting reliability with passion.
13:11profundities, visualizing cv scores.
13:22vers make three-on-oke mark, example, with compassion.
13:27First, one, two, two, three, two tальный, two, three, four, five, five, six.
13:33mandate, two, three, four, five, five, six, six, seven, six.
13:35coworkersalls speak about it, two, three, three, four, seven.
14:08Wizards, it's demo time, and I'm thrilled to lead two complex app component demos.
14:19We'll build the flower classifier validation with cross-validation and streamlet for AI Insight Hub, continuing from days 66 to 69.
14:28Get your Python setup ready, and let's make AI shine.
14:31Oh, Sophia, you're making my heart race. Ensure Python, VS Code, Pandas, NumPy, Matplotlib, Seaborn, SickItLearn, and Streamlit are set up, Wizards, and Open Days 6669's app files to continue.
14:47Ethan and Olivia will spice it up. Let's validate, cuties.
14:51Wizards, our second demo in updated underscore app underscore iris underscore cv dot py updates the days 66 to 69 app with cross-validation.
15:00We'll add cv for random forest, evaluation, and UI. Let's run this and see app magic.
15:10Sophia, you're making this demo sizzle.
15:13Cross underscore val underscore score, and st write, f average cv score, cv underscore score, 0.2f, a validate with swagger, total validation party.
15:24Wizards, import streamlet as STI sets up the app like a hot interface for Sophia, powering AI Insight Hub.
15:32It's a streamlet party, let's drop this code beat and design.
15:37You're interfacing my heart, Ethan.
15:41Wizards, streamlet builds the app's UI for cross-validation.
15:45Try it in our demo, it's like designing with passion.
15:48Wizards, STSlider, captures user input like a hot choice for Sophia, enabling app validation.
15:57It's an input party, let's drop this code beat and interact.
16:02You're choosing my heart, Ethan.
16:05Wizards, user input powers the app's interactivity for CV.
16:09Try it in our demo, it's like engaging users with passion.
16:12Wizards, after demos, let's discuss app validation.
16:17Cross-val score validates in streamlet like a sexy test, powering AI Insight Hub's flower classifier.
16:23App validation uses cross-validation to ensure reliable results.
16:29It makes AI Insight Hub robust.
16:32Use it to engage users with accurate validation.
16:36Oh, Anastasia, validation's so hot.
16:39It fine-tunes the app's reliability.
16:43Wizards, try app validation in your challenge to validate like pros.
16:48Wizards, joblib.dump, model, model.pkl, saves the validated model like a sexy archive, enabling app reuse.
16:58It's a saving party for AI Insight Hub.
17:01Saving models ensures app portability.
17:04Use JobLib to store validated models.
17:07Integrate them into streamlet for seamless validation.
17:12Oh, Anastasia, savings so hot.
17:16It fine-tunes app efficiency.
17:18Wizards, try saving models in your challenge to reuse like pros.
17:37Put away from 2 different choices.
17:38Japanese-3334, F-R-S-S-T-R-S-S-T-B,
17:42struggles to reuse like pros.
17:44J-R-S-T-E-D,
17:44어떤 goals of Guys Att empresas Durantry is a Summit Blue Dayから,
17:45you will want to focus the possibilities of yours for right.
17:46WaltChomp, thousands of hours for free
17:48Error-party videos on a patent.
17:49So whats happens to be a trial?
17:502.
17:50You will want to focus on an experience toилиgeums
17:51due develop border for新登場
17:52to review their released Marina,
17:53i numerically a job you want to keep and tune with.
17:55E Space Con jid- stallselo情-planet.
17:56Wrawns,
17:56H-R-850,
17:56You know,
17:57is to shape a Una-time travel roadmap.
17:58We'll see you next time.
18:28SicketLearn from Day 43 is a hot tool for SOFIA.
18:32Cross underscore val underscore score validates models like a sexy tester.
18:37Coding fireworks make this party epic.
18:40You are testing my heart, Ethan.
18:43Wizards, SicketLearn powers cross-validation for the app.
18:48Try it in our challenge.
18:49It's like validating AI with passion.
18:53Wizards, Standard Scaler, pre-processes data like a hot transformation for SOFIA.
18:58Scaling AI features.
19:01It's a pre-processing party.
19:02Let's drop this code beat and ready the data.
19:06You're transforming my heart, Ethan.
19:09Wizards, SicketLearn pre-processing ensures accurate CV for the app.
19:14Try it in our demo.
19:16It's like polishing data with passion.
19:18Wizards, Optimize cross-validation with proper fold numbers, stratified splits, and scoring metrics.
19:27Use SicketLearn to ensure robust AI models for top performance in your app.
19:34Optimized cross-validation so sexy, Irene.
19:37Clear practices make AI validation irresistible.
19:40Practice for Day 71's House Prices Project Wizards and keep that code sizzling.
19:45Wizards, Cross-Validation fits AI pipelines for robust evaluation, ensuring reliable models.
19:55It's essential.
19:57Your skills are ready for Day 71's House Prices Project.
20:02Oh, Irene, cross-validation's critical in AI pipelines, darling.
20:06It validates sexily.
20:08Your Day 70 skills make AI irresistible.
20:11Validate like pros.
20:12Wizards, here's your challenge.
20:19Create AI iris.cv.py to load iris, pre-process, engineer features, apply K-fold CV to random forest, evaluate with accuracy, visualize with Matplotlib, and build a streamlit app component.
20:34Run with Python 3 AI iris.cv.pi and share on Instagram, darlings.
20:39This is thrilling, Wizards.
20:43Try Cross-Val Score, Stratified K-Fold, and ST Slider.
20:48Show us your results at Daily AI Wizard.
20:51It's an AI CV spell.
20:53Prep for Day 71's House Prices Project.
20:57Wizards, hit subscribe, like this video, and share your AI iris.cv.pi output in the comments.
21:05Got CV questions?
21:07We're here to help.
21:09Join our Discord or X to connect and grow.
21:13Our community's a total heartthrob, Wizards.
21:15Post your code, flirt with tips, or share wins on Instagram.
21:19Support us with a coffee at paypal.medailyaiwizard.
21:23Subscribe for Day 71's House Prices Project.
21:26Wizards, you've stolen my heart with your cross-validation skills.
21:31Your iris.cv.demo.pi and updated app iris.cv.pi prove your AI superstars.
21:38Support us at paypal.me, Daily AI Wizard, and get hyped for Day 71's House Prices Project.
21:44I'm so proud, Wizards.
21:47You've mastered cross-validation for AI Insight Hub.
21:51Share your AI iris.cv.pi on at Daily AI Wizard.
21:57Subscribe for Day 71's House Prices Adventure and join our Discord or X.
22:02Code the future, Wizards.
22:04You nailed CV, Wizards.
22:07Your validations are hot, Sophia.
22:10Get pumped for Day 71's House Prices Project.
22:14Let's keep this flirty AI party rockin' with more code.
22:18Wizards, you're phenomenal.
22:21These app demos were a blast, Ethan, and your CV skills are fire.
22:26Share your AI-iris-cv.py and subscribe for Day 71's House Prices Magic.
22:33Code the future, Wizards.
22:36You've swept me off my feet, Wizards.
22:39Your CV skills are pure AI seduction.
22:42Let's flirt with House Prices in Day 71, keep coding sexy, and get excited for more.
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