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 48 of the DailyAIWizard Python for AI series!
Join Anastasia (our main moderator), Irene (filling in for Isabella on vacation), Ethan, Sophia, and Victoria as we master splitting data in Scikit-learn with train_test_split, stratified splitting, and cross-validation for Iris and California Housing. Sophia leads two complex demos, Ethan drops flirty, hilarious code explanations, and Victoria adds spicy tips. Perfect for beginners building on Day 47!
Get ready for Day 49: Evaluating Models: Accuracy and Metrics. Subscribe, like, and share your ai_splitting.py output in the comments! Connect with us on Discord, X, or Instagram (@DailyAIWizard) for more AI and jazz vibes. Code the Future, Wizards!
🔗 Links:
• Python: python.org
• VS Code: code.visualstudio.com
• Website: dailyaiwizard.com
• Discord: discord.com/channels/1397945816349675600/1397945819260391521
• X: x.com/dailyaiwizard
• Instagram: www.instagram.com/dailyaiwizard
#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
Join Anastasia (our main moderator), Irene (filling in for Isabella on vacation), Ethan, Sophia, and Victoria as we master splitting data in Scikit-learn with train_test_split, stratified splitting, and cross-validation for Iris and California Housing. Sophia leads two complex demos, Ethan drops flirty, hilarious code explanations, and Victoria adds spicy tips. Perfect for beginners building on Day 47!
Get ready for Day 49: Evaluating Models: Accuracy and Metrics. Subscribe, like, and share your ai_splitting.py output in the comments! Connect with us on Discord, X, or Instagram (@DailyAIWizard) for more AI and jazz vibes. Code the Future, Wizards!
🔗 Links:
• Python: python.org
• VS Code: code.visualstudio.com
• Website: dailyaiwizard.com
• Discord: discord.com/channels/1397945816349675600/1397945819260391521
• X: x.com/dailyaiwizard
• Instagram: www.instagram.com/dailyaiwizard
#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
Category
📚
LearningTranscript
00:00Hey, gorgeous wizards. Anastasia here, your main moderator, ready to dazzle you on day 48 of Daily AI Wizards Python for AI series.
00:08With Isabella on vacation, Irene's joining us. After pre-processing in day 47, we're splitting data for training and testing to make AI models shine.
00:17Let's dive into this sexy splitting adventure and code the future wizards.
00:21Hello, brilliant wizards. I'm Irene, thrilled to step in for Isabella and explore Scikit-Learn's data splitting techniques.
00:28Our demos will make your AI data prep sparkle with train test splits and more.
00:35Yo, wizards. Ethan's here, dropping spicy splitting code with a wink for Sophia.
00:41Train slash test splits and cross-validation are gonna pop. Let's crank this AI party to 11.
00:47Sophia here, Ethan, and your charms got me blushing. I'm pumped to lead our demos and make data splitting sizzle.
00:55Let's divide and conquer AI data, wizards.
00:59Victoria here, darlings. I'll sprinkle flirty tips to keep your splitting learning hot.
01:05Ready to split data like AI superstars? Let's dive in, wizards.
01:10Wizards, data splitting in Scikit-Learn is crucial for AI.
01:15It separates data into training and testing sets to prevent overfitting and ensure accurate model evaluation.
01:21Our demos will showcase splitting techniques like train test split and cross-validation for robust AI models.
01:29Oh, Irene, splitting's stealing my heart. It keeps AI models fair and sexy by balancing training and testing data.
01:35Get ready to divide data, wizards, and prep for Day 49's metrics.
01:40Wizards, today we're seducing you with Scikit-Learn's data splitting magic.
01:44You'll master train test split, stratified splitting, cross-validation, and evaluation, with spicy demos to make you swoon.
01:52Our complex challenge will ignite your AI passion.
01:55Sophia's leading demos with fiery energy, Ethan's dropping hilarious code explanations, and Victoria's adding flirty tips.
02:03You'll master splitting for AI and be ready for Day 49's metrics.
02:07Shine on, wizards.
02:08Wizards, meet your Day 48 dream team.
02:12Anastasia's our main moderator, guiding with flirty charm.
02:16And I'm stepping in for Isabella, with warmth.
02:20Ethan's our code comedian, flirting with Sophia while explaining splitting techniques.
02:26Oh, Irene, you're a gem.
02:28Sophia's leading demos with passion, Ethan's stealing my heart with code, and Victoria's tossing flirty tips.
02:33We're here to make you splitting superstars, wizards.
02:36Wizards, data splitting is your AI test crush, darling.
02:40It divides data into training and testing sets for fair model evaluation, preventing overfitting.
02:45We'll show its seductive powers in our demos.
02:48Anastasia, you make splitting sound so hot.
02:51How does it ensure fair AI models, love?
02:54Oh, Victoria, you tease.
02:56Splitting keeps training and testing data separate, ensuring unbiased AI predictions.
03:01Try it in our demos, wizards, and feel the balance.
03:03Yo, wizards, train underscore test underscore split, x, y, test underscore size equals 0.3, splits data like a hot dance for Sophia, dividing it for AI training and testing.
03:15It's a split party, let's drop this code beat.
03:19You're splitting my heart, Ethan.
03:22Wizards, train underscore test underscore split divides data for AI models, ensuring fair evaluation.
03:28Try it in our demo, it's like slicing your data treasures.
03:31Wizards, train underscore test underscore split, stratify equals y, stratify is like picking the best vibes for Sophia, balancing class distributions for AI.
03:42It's a stratified bash, let's keep this party rockin'.
03:46You're balancing my heart, Ethan.
03:50Wizards, stratified splitting ensures fair class representation in AI models.
03:54Try it in our demo, it's like harmonizing your data.
03:57Wizards, cross underscore val underscore score, model, x, y, cv equals 5, cross validates like a hot loop for Sophia, testing AI robustness across folds.
04:10It's a CV party, let's crank this code.
04:13You're validating my heart, Ethan.
04:16Wizards, cross validation ensures reliable AI model performance.
04:19Try it in our demo, it's like stress testing your data.
04:24Wizards, stratified k-fold, n underscore splits equals 5, stratifies folds like choosing the best moves for Sophia, balancing AI cross validation.
04:35It's a k-fold bash, let's drop this code beat.
04:39You're folding my heart, Ethan.
04:41Wizards, stratified k-fold ensures balanced AI evaluation.
04:46Try it in our demo, it's like perfecting your data splits.
04:49Wizards, pre-processing with standard scaler, and splitting with train underscore test underscore split, is a hot combo for Sophia, prepping AI data.
04:59It's a prep party, let's make it sizzle.
05:02You're prepping my heart, Ethan.
05:05Wizards, pre-processing and splitting power AI model training.
05:09Try it in our demo, it's like setting the AI stage.
05:13Wizards, it's demo time, and I'm thrilled to lead two complex splitting demos with SicketLearn.
05:19We'll load iris and California housing, split with train underscore test underscore split and stratified k-fold, model, and visualize.
05:26Get your Python setup ready, and let's make AI shine.
05:30Oh Sophia, you're making my heart race.
05:33Ensure Python, VS Code, SicketLearn, Pandas, Matplotlib, and NumPy are set up, wizards,
05:38and create splitting demo PI and housing, splitting demo PI.
05:43Ethan and Victoria will spice it up.
05:45Let's split, cuties.
05:46Wizards, Wizards, let's prep our demos to make them seamless.
05:51Open VS Code, create splitting underscore demo dot py and housing underscore splitting underscore demo dot py,
05:57and save them in a Python demo folder.
05:59Run pip install SicketLearnPanda's Matplotlib numpy seaborne to ensure libraries are ready for splitting.
06:06Sophia, you make setup sound so dreamy.
06:08How do wizards install SicketLearn to split like pros, love?
06:13You're too sweet, Victoria.
06:16Run pip install SicketLearnPanda's Matplotlib numpy seaborne in a terminal,
06:20and activate your virtual environment with source myint slash bin slash activate or myint backslash scripts backslash activate.
06:26Let's make these demos sparkle.
06:30Wizards, our first demo in splitting underscore demo dot py loads iris, splits with train underscore test underscore split and stratified k fold,
06:38trains a random forest classifier, evaluates with accuracy and confusion matrix, and visualizes with a heat map.
06:44Let's run this and see AI splitting magic.
06:49Oh, Sophia, you're makin' this demo hot.
06:53Train underscore test underscore split and stratified k fold, split iris with swagger, plus a sexy heat map, total AI party.
07:01Wizards, train underscore test underscore split, x, y, test underscore size equals 0.3,
07:08splits iris like a hot dance for Sophia, dividing data for AI training and testing.
07:12It's a split party, let's drop this code beat.
07:17You're splitting my heart, Ethan.
07:20Wizards, train underscore test underscore split divides iris data for fair AI model evaluation.
07:26Try it in our demo, it's like slicing your data treasures.
07:31Wizards, train underscore test underscore split, stratify equals y, stratifies iris like picking the best vibes for Sophia,
07:39balancing class distributions for AI.
07:41It's a stratified bash, let's keep this party rockin'.
07:46You're balancing my heart, Ethan.
07:49Wizards, stratified splitting ensures fair class representation in iris models.
07:54Try it in our demo, it's like harmonizing your data.
07:58Wizards, cross underscore val underscore score, model, x, y, cv equals 5, cross validates iris like a hot loop for Sophia,
08:08testing AI robustness across folds.
08:10It's a cv party, let's crank this code.
08:14You're validating my heart, Ethan.
08:17Wizards, cross validation ensures reliable iris model performance.
08:22Try it in our demo, it's like stress testing your data for AI.
08:26Wizards, stratified k-fold, n underscore splits equals 5, stratifies folds for iris like choosing the best moves for Sophia,
08:35balancing AI cross validation.
08:38It's a k-fold bash, let's drop this code beat.
08:42You're folding my heart, Ethan.
08:45Wizards, stratified k-fold ensures balanced iris evaluation.
08:48Try it in our demo, it's like perfecting your data splits for AI.
08:55Wizards, our second demo in housing underscore splitting underscore demo dot py loads California housing,
09:01splits with train underscore test underscore split and stratified k-fold using bin targets,
09:06trains a regression model, evaluates with msc slash r superscript 2, and visualizes residuals.
09:11Let's run this and see AI magic.
09:16Sophia, you're making this demo sizzle.
09:20Train underscore test underscore split and stratified k-fold, split housing with swagger,
09:24plus a sexy residuals plot, total AI party.
09:28Wizards, train underscore test underscore split, x, y, stratify equals y underscore bend,
09:34splits housing like a hot dance for Sophia, balancing regression data with bin targets.
09:39It's a split party, let's rock it.
09:43You're splitting my heart, Ethan.
09:46Wizards, splitting housing with bin targets ensures fair AI evaluation.
09:51Try it in our demo, it's like slicing data treasures.
09:56Wizards, np.digitize, y, np.quantile, y, 0, 0.25, 0.5, 0.75, 1.0,
10:06bins housing targets like picking hot vibes for Sophia, enabling stratified splits.
10:12It's a binning bash.
10:15You're binning my heart, Ethan.
10:17Wizards, binning enables stratified splitting for housing regression.
10:22Try it in our demo, it's like balancing your data.
10:27Wizards, stratified k-fold, for bin housing targets is a hot move for Sophia,
10:31balancing AI cross-validation for regression.
10:34It's a k-fold party, let's crank it.
10:38You're folding my heart, Ethan.
10:41Wizards, stratified k-fold ensures balanced housing evaluation.
10:46Try it in our demo, it's like perfecting regression splits.
10:51Wizards, linear regression, .fit, x underscore train, y underscore train,
10:56trains housing like a dance for Sophia, predicting prices with split data.
10:59It's a modeling party, let's make it sizzle.
11:04You're modeling my heart, Ethan.
11:07Wizards, modeling split housing data builds AI regression models.
11:11Try it in our demo, it's like crafting AI predictions.
11:16Wizards, plt.scatter, y underscore test, residuals,
11:21shows housing residuals like a visual serenade for Sophia, checking AI model fit.
11:25It's a residuals party, let's drop this plot.
11:30You're visualizing my heart, Ethan.
11:33Wizards, residuals visualization confirms housing model quality.
11:38Try it in our demo, it's like painting AI accuracy.
11:41Wizards, let's run splitting underscore demo dot py and housing underscore splitting underscore demo dot py.
11:49In VS Code's terminal, type python3 splitting underscore demo dot py or housing underscore splitting underscore demo dot py and hit enter.
11:59You'll see splits, models, and visuals, showcasing your AI mastery.
12:03Sophia, you make running demos sound so tempting.
12:08Outputs show balance splits and sexy plots, pure AI seduction.
12:12Run them and share your results, Wizards.
12:16Wizards, pandas from day 44 with splitting is a hot combo for Sophia.
12:21PD data frame, iris dot data, preps data for train slash test splits, coding fireworks light up the AI sky.
12:29You're prepping my heart, Ethan.
12:31Wizards, pandas, powers splitting for AI models.
12:36Try it in our challenge, it's like crafting data for AI success.
12:41Wizards, day 39's number py with splitting is a triple threat for Sophia.
12:46NP data array, X, powers AI data for splits, coding fireworks make this party epic.
12:53You're powering my heart, Ethan.
12:56Wizards, number py supports splitting for AI models.
12:59Try it in our challenge, it's like fueling AI with math magic.
13:05Wizards, plt.scatter, y underscore test, residuals, is a visual serenade for Sophia, showing split AI results.
13:14It's a plot party, let's make these visuals pop.
13:16You're plotting my heart, Ethan.
13:21Wizards, matplotlib visualizes split data performance.
13:25Try it in our demo, it's like painting AI accuracy.
13:30Wizards, seaborne from day 42 with splitting is a sexy duet for Sophia.
13:34SNS.heatmap, CM, shows AI confusion matrices, coding fireworks light up the screen.
13:42You're raising my visuals, Ethan.
13:45Wizards, seaborne enhances splitting visualizations.
13:49Try it in our challenge, it's like styling your AI results.
13:54Wizards, day 47's pre-processing with splitting is a hot combo for Sophia.
13:59Standard scaler, and train underscore test underscore split, prep AI data, coding fireworks make this epic.
14:07You're prepping my heart, Ethan.
14:10Wizards, pre-processing and splitting power AI models.
14:14Try it in our challenge, it's like crafting perfect AI data.
14:19Wizards, day 40 success datasets with splitting are a hot combo for Sophia.
14:23Train underscore test underscore split, splits iris and housing, coding fireworks fuel AI models.
14:31You're splitting my heart, Ethan.
14:34Wizards, splitting datasets powers AI training.
14:38Try it in our challenge, it's like dividing data for AI success.
14:43Wizards, optimize splitting with stratify equals Y for balanced classes and random state for reproducibility.
14:51Use cross-validation for robust evaluation.
14:55Clean splitting ensures fair and accurate AI models.
14:59Optimize splitting so sexy, Irene.
15:02Clear practices make AI models irresistible and fair.
15:05Practice for day 49's metrics, wizards, and keep those splits sizzling.
15:09Wizards, splitting's critical in AI pipelines, darling.
15:13It ensures fair training and testing for accurate models.
15:16Your day 48 skills make AI irresistible.
15:18Split like pros.
15:19Splitting powers AI pipelines, wizards.
15:23It separates data for robust model training and evaluation.
15:27Your skills are ready for real projects.
15:30Prep for day 49's metrics.
15:33Wizards, here's your challenge.
15:34Create AI splitting PY to load California housing.
15:37Split with train test split and stratified K-fold.
15:40Bend targets.
15:42Train a linear regression model.
15:43Evaluate with MSER2.
15:45And visualize residuals with seaborne scatterplot and annotations.
15:49Run with python3aiisplitting.pi and share on Instagram, darlings.
15:53This is thrilling, wizards.
15:56Try train test split, stratified K-fold, and SNS scatterplot for residuals.
16:02Show us your results at Daily AI Wizard.
16:06It's an AI splitting spell.
16:08Prep for day 49's metrics.
16:10Wizards, hit subscribe.
16:11Like this video and share your AISplitting.pi output in the comments.
16:16Got splitting questions?
16:18We're here to help.
16:19Join our Discord or X to connect and grow.
16:22Our community's a total heartthrob, wizards.
16:25Post your code, flirt with tips, or share wins on Discord, X, or Daily AI Wizard on Instagram.
16:31Subscribe for day 49's metrics, cuties.
16:35Wizards, you've stolen my heart with your splitting skills.
16:38Your Splitting Demo PY and Housing Splitting Demo Pi prove your AI data superstars.
16:44Keep flirting with code for day 49's metrics, darlings.
16:47I'm so proud, wizards.
16:49You've mastered splitting for AI, ensuring fair models.
16:53Share your AISplitting.py on at Daily AI Wizard.
16:57Subscribe for day 49 and join our Discord or X.
17:02Code the future, wizards.
17:04You nailed splitting, wizards.
17:07Your data's hot, Sophia.
17:09Get hyped for day 49's metrics.
17:11Let's keep this flirty AI party rockin' with more code.
17:16Wizards, you're phenomenal.
17:18These demos were a blast, Ethan, and your splitting skills are fire.
17:23Share your AI underscore Splitting.py and subscribe for day 49.
17:27Code the future, wizards.
17:30You've swept me off my feet, wizards.
17:33Your splitting skills are pure AI seduction.
17:36Let's flirt with metrics in day 49, keep coding sexy.
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