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.
01:15Wizards, data splitting in Scikit-Learn is crucial for AI.
01:18It separates data into training and testing sets to prevent overfitting and ensure accurate model evaluation.
01:26Our demos will showcase splitting techniques like train test split and cross-validation for robust AI models.
01:34Oh, Irene, splitting's stealing my heart.
01:36It keeps AI models fair and sexy by balancing training and testing data.
01:40Get ready to divide data, wizards, and prep for day 49's metrics.
01:45Wizards, today we're seducing you with Scikit-Learn's data splitting magic.
01:49You'll master train test split, stratified splitting, cross-validation, and evaluation,
01:54with spicy demos to make you swoon.
01:56Our complex challenge will ignite your AI passion.
01:59Sophia's leading demos with fiery energy, Ethan's dropping hilarious code explanations,
02:05and Victoria's adding flirty tips.
02:07You'll master splitting for AI and be ready for day 49's metrics.
02:12Shine on, wizards.
02:13Wizards, meet your day 48 dream team.
02:16Anastasia's our main moderator, guiding with flirty charm.
02:20And I'm stepping in for Isabella with warmth.
02:24Ethan's our code comedian, flirting with Sophia while explaining splitting techniques.
02:30Oh, Irene, you're a gem.
02:32Sophia's leading demos with passion, Ethan's stealing my heart with code,
02:36and Victoria's tossing flirty tips.
02:38We're here to make you splitting superstars, wizards.
02:40Wizards, data splitting is your AI test crush, darling.
02:48It divides data into training and testing sets for fair model evaluation, preventing overfitting.
02:53We'll show its seductive powers in our demos.
02:56Anastasia, you make splitting sound so hot.
02:59How does it ensure fair AI models, love?
03:03Oh, Victoria, you tease.
03:04Splitting keeps training and testing data separate, ensuring unbiased AI predictions.
03:09Try it in our demos, wizards, and feel the balance.
03:12Yo, wizards, train underscore test underscore split, x, y, test underscore size equals 0.3,
03:19splits data like a hot dance for Sophia, dividing it for AI training and testing.
03:24It's a split party, let's drop this code beat.
03:28You're splitting my heart, Ethan.
03:31Wizards, train underscore test underscore split divides data for AI models, ensuring fair evaluation.
03:36Try it in our demo, it's like slicing your data treasures.
03:41Wizards, train underscore test underscore split, stratify equals y, stratify is like picking the best vibes for Sophia,
03:48balancing class distributions for AI.
03:51It's a stratified bash, let's keep this party rockin'.
03:55You're balancing my heart, Ethan.
03:58Wizards, stratified splitting ensures fair class representation in AI models.
04:02Try it in our demo, it's like harmonizing your data.
04:07Wizards, cross underscore val underscore score, model, x, y, cv equals 5,
04:13cross validates like a hot loop for Sophia, testing AI robustness across folds.
04:18It's a CV party, let's crank this code.
04:22You're validating my heart, Ethan.
04:25Wizards, cross validation ensures reliable AI model performance.
04:28Try it in our demo, it's like stress testing your data.
04:34Wizards, stratified k-fold, n underscore splits equals 5,
04:38stratifies folds like choosing the best moves for Sophia, balancing AI cross validation.
04:43It's a k-fold bash, let's drop this code beat.
04:47You're folding my heart, Ethan.
04:50Wizards, stratified k-fold ensures balanced AI evaluation.
04:54Try it in our demo, it's like perfecting your data splits.
04:57Wizards, pre-processing with standard scaler and splitting with train underscore test underscore split
05:04is a hot combo for Sophia, prepping AI data.
05:07It's a prep party, let's make it sizzle.
05:11You're prepping my heart, Ethan.
05:13Wizards, pre-processing and splitting power AI model training.
05:18Try it in our demo, it's like setting the AI stage.
05:26Wizards, it's demo time.
05:28And I'm thrilled to lead two complex splitting demos with Ciclet Learn.
05:31We'll load Iris and California housing, split with train underscore test underscore split
05:35and stratified k-fold, model, and visualize.
05:39Get your Python setup ready, and let's make AI shine.
05:43Oh Sophia, you're making my heart race.
05:46Ensure Python, VS Code, Ciclet Learn, Pandas, Matplotlib, and NumPy are set up,
05:50Wizards, and create splitting demo PI and housing, splitting demo PI.
05:56Ethan and Victoria will spice it up.
05:58Let's split cuties.
05:59Wizards, let's prep our demos to make them seamless.
06:03Open VS Code, create splitting underscore demo dot PY and housing underscore splitting underscore
06:08demo dot PY, and save them in a Python demo folder.
06:12Run pip install Ciclet Learn, Pandas, Matplotlib, NumPy, Seaborn, to ensure libraries are ready
06:16for splitting.
06:18Sophia, you make setup sound so dreamy.
06:21How do wizards install Ciclet Learn to split like pros, love?
06:25You're too sweet, Victoria.
06:28Run pip install Ciclet Learn, Pandas, Matplotlib, NumPy, Seaborn, in a terminal, and activate
06:33your virtual environment with source myint slash bin slash activate or myint backslash scripts
06:37backslash activate.
06:39Let's make these demos sparkle.
06:41Wizards, our first demo in splitting underscore demo dot PY loads iris, splits with train underscore
06:48test underscore split and stratified k fold, trains a random forest classifier, evaluates
06:53with accuracy and confusion matrix, and visualizes with a heat map.
06:57Let's run this and see AI splitting magic.
07:02Oh, Sophia, you're makin' this demo hot.
07:05Train underscore test underscore split and stratified k fold, split iris with swagger, plus a sexy
07:11heat map, total AI party.
07:14Wizards, train underscore test underscore split, x, y, test underscore size equals 0.3, splits iris
07:21like a hot dance for Sophia, dividing data for AI training and testing.
07:25It's a split party, let's drop this code beat.
07:30You're splitting my heart, Ethan.
07:33Wizards, train underscore test underscore split divides iris data for fair AI model evaluation.
07:39Try it in our demo, it's like slicing your data treasures.
07:44Wizards, train underscore test underscore split, stratify equals y, stratifies iris like picking
07:50the best vibes for Sophia, balancing class distributions for AI.
07:53It's a stratified bash, let's keep this party rockin'.
07:58You're balancing my heart, Ethan.
08:01Wizards, stratified splitting ensures fair class representation in iris models.
08:07Try it in our demo, it's like harmonizing your data.
08:10Wizards, cross underscore val underscore score, model, x, y, cv equals 5, cross validates iris
08:18like a hot loop for Sophia, testing AI robustness across folds.
08:23It's a CV party, let's crank this code.
08:26You're validating my heart, Ethan.
08:30Wizards, cross validation ensures reliable iris model performance.
08:35Try it in our demo, it's like stress testing your data for AI.
08:38Wizards, stratified k-fold, n underscore splits equals 5, stratifies folds for iris like choosing
08:46the best moves for Sophia, balancing AI cross-validation.
08:50It's a k-fold bash, let's drop this code beat.
08:54You're folding my heart, Ethan.
08:57Wizards, stratified k-fold ensures balanced iris evaluation.
09:02Try it in our demo, it's like perfecting your data splits for AI.
09:06Wizards, our second demo in housing underscore splitting underscore demo dot py loads California
09:13housing, splits with train underscore test underscore split and stratified k-fold using
09:17bin targets, trains a regression model, evaluates with msc slash r superscript 2, and visualizes
09:23residuals.
09:25Let's run this and see AI magic.
09:27Sophia, you're makin' this demo sizzle.
09:32Train underscore test underscore split and stratified k-fold, split housing with swagger,
09:37plus a sexy residuals plot, total AI party.
09:41Wizards, train underscore test underscore split, x, y, stratify equals y underscore bend,
09:47splits housing like a hot dance for Sophia, balancing regression data with bin targets.
09:52It's a split party, let's rock it.
09:54You're splitting my heart, Ethan.
09:58Wizards, splitting housing with bin targets ensures fair AI evaluation.
10:04Try it in our demo, it's like slicing data treasures.
10:08Wizards, np.digitize, y, np.quantile, y, 0, 0.25, 0.5, 0.75, 1.0,
10:19bins housing targets like picking hot vibes for Sophia, enabling stratified splits.
10:24It's a binning bash.
10:27You're binning my heart, Ethan.
10:30Wizards, binning enables stratified splitting for housing regression.
10:34Try it in our demo, it's like balancing your data.
10:39Wizards, stratified k-fold, for bin housing targets is a hot move for Sophia,
10:44balancing AI cross-validation for regression.
10:47It's a k-fold party, let's crank it.
10:49You're folding my heart, Ethan.
10:53Wizards, stratified k-fold ensures balanced housing evaluation.
10:58Try it in our demo, it's like perfecting regression splits.
11:03Wizards, linear regression, .fit, x underscore train, y underscore train,
11:08trains housing like a dance for Sophia, predicting prices with split data.
11:12It's a modeling party, let's make it sizzle.
11:15You're modeling my heart, Ethan.
11:19Wizards, modeling split housing data builds AI regression models.
11:24Try it in our demo, it's like crafting AI predictions.
11:29Wizards, plt.scatter, y underscore test, residuals,
11:33shows housing residuals like a visual serenade for Sophia, checking AI model fit.
11:38It's a residuals party, let's drop this plot.
11:41You're visualizing my heart, Ethan.
11:45Wizards, residuals visualization confirms housing model quality.
11:50Try it in our demo, it's like painting AI accuracy.
11:55Wizards, let's run splitting underscore demo dot py and housing underscore splitting underscore demo dot py.
12:02In VS Code's terminal, type python3 splitting underscore demo dot py or housing underscore splitting underscore demo dot py and hit enter.
12:11You'll see splits, models, and visuals, showcasing your AI mastery.
12:17Sophia, you make running demos sound so tempting.
12:20Outputs show balanced splits and sexy plots, pure AI seduction.
12:25Run them and share your results, Wizards.
12:27Wizards, pandas from day 44 with splitting is a hot combo for Sophia.
12:37PD data frame, iris.data, preps data for train slash test splits, coding fireworks light up the AI sky.
12:45You're prepping my heart, Ethan.
12:48Wizards, pandas power splitting for AI models.
12:52Try it in our challenge, it's like crafting data for AI success.
12:56Wizards, day 39's number py with splitting is a triple threat for Sophia.
13:03NP.array, x, powers AI data for splits, coding fireworks make this party epic.
13:09You're powering my heart, Ethan.
13:12Wizards, number py supports splitting for AI models.
13:17Try it in our challenge, it's like fueling AI with math magic.
13:20Wizards, plt.scatter, y underscore test, residuals, is a visual serenade for Sophia, showing split AI results.
13:30It's a plot party, let's make these visuals pop.
13:34You're plotting my heart, Ethan.
13:37Wizards, matplotlib visualizes split data performance.
13:41Try it in our demo, it's like painting AI accuracy.
13:45Wizards, seaborne from day 42 with splitting is a sexy duet for Sophia.
13:51SNS.heatmap, cm, shows AI confusion matrices, coding fireworks light up the screen.
13:59You're raising my visuals, Ethan.
14:02Wizards, seaborne enhances splitting visualizations.
14:06Try it in our challenge, it's like styling your AI results.
14:09Wizards, day 47's pre-processing with splitting is a hot combo for Sophia.
14:16Standard scaler, and train underscore test underscore split, prep AI data, coding fireworks make this epic.
14:23You're prepping my heart, Ethan.
14:26Wizards, pre-processing and splitting power AI models.
14:31Try it in our challenge, it's like crafting perfect AI data.
14:34Wizards, day 40 success datasets with splitting are a hot combo for Sophia.
14:41Train underscore test underscore split, splits iris and housing, coding fireworks fuel AI models.
14:48You're splitting my heart, Ethan.
14:51Wizards, splitting datasets powers AI training.
14:55Try it in our challenge, it's like dividing data for AI success.
14:58Wizards, optimize splitting with stratify equals Y for balanced classes and random state for reproducibility.
15:08Use cross-validation for robust evaluation.
15:12Clean splitting ensures fair and accurate AI models.
15:16Optimize splitting so sexy, Irene.
15:18Clear practices make AI models irresistible and fair.
15:22Practice for day 49's metrics, wizards, and keep those splits sizzling.
15:25Wizards, splitting's critical in AI pipelines, darling.
15:29It ensures fair training and testing for accurate models.
15:32Your day 48 skills make AI irresistible.
15:35Split like pros.
15:37Splitting powers AI pipelines, wizards.
15:40It separates data for robust model training and evaluation.
15:44Your skills are ready for real projects.
15:46Prep for day 49's metrics.
15:53Wizards, here's your challenge.
15:54Create AI splitting PY to load California housing.
15:58Split with train test, split, and stratified K-fold.
16:01Bend targets.
16:02Train a linear regression model.
16:04Evaluate with MSER2.
16:06And visualize residuals with seaborne scatterplot and annotations.
16:10Run with python3aiisplitting.pi and share on Instagram, darlings.
16:15This is thrilling, wizards.
16:17Try train test split, stratified K-fold, and SNS scatterplot for residuals.
16:23Show us your results at Daily AI Wizard.
16:26It's an AI splitting spell.
16:28Prep for day 49's metrics.
16:31Wizards, hit subscribe.
16:33Like this video and share your AISplitting.pi output in the comments.
16:37Got splitting questions?
16:38We're here to help.
16:39Join our Discord or X to connect and grow.
16:43Our community's a total heartthrob, wizards.
16:46Post your code, flirt with tips, or share wins on Discord, X, or Daily AI Wizard on Instagram.
16:53Subscribe for day 49's metrics, cuties.
16:56Wizards, you've stolen my heart with your splitting skills.
16:59You're splitting demo PY and housing splitting demo pie.
17:02Prove your AI data superstars.
17:05Keep flirting with code for day 49's metrics, darlings.
17:08I'm so proud, wizards.
17:10You've mastered splitting for AI, ensuring fair models.
17:14Share your AISplitting.py on at Daily AI Wizard.
17:18Subscribe for day 49 and join our Discord or X.
17:22Code the future, wizards.
17:25You nailed splitting, wizards.
17:27Your data's hot, Sophia.
17:29Get hyped for day 49's metrics.
17:32Let's keep this flirty AI party rockin' with more code.
17:36Wizards, you're phenomenal.
17:39These demos were a blast, Ethan, and your splitting skills are fire.
17:43Share your AI underscore splitting dot PY and subscribe for day 49.
17:48Code the future, wizards.
17:51You've swept me off my feet, wizards.
17:53Your splitting skills are pure AI seduction.
17:57Let's flirt with metrics in day 49.
17:59Keep coding sexy.
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