Day 65 Fast: Random Forest Classifier – 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 65 of the DailyAIWizard Python for AI series!   🚀 Join Anastasia (our main moderator), Irene, Isabella (back from vacation), Ethan, Sophia, and Olivia as we build a random forest classifier for the AI Insight Hub app’s flower classifier, building on Day 62, 63, 64. Sophia leads two complex demos with Iris, Ethan drops flirty, hilarious code explanations, and Olivia adds spicy tips. Perfect for beginners!   💻 Get ready for Day 66: K-Nearest Neighbors (KNN)—get excited for neighbor magic! Subscribe, like, and share your ai_iris_forest.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: http://python.org  • VS Code: http://code.visualstudio.com  • Website: http://dailyaiwizard.com  • Discord:   / discord    • X: http://x.com/dailyaiwizard  • Instagram:   / dailyaiwizard       • https://github.com/robespierre81/Dail...   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

00:00Wizards Random Forest Classifier is your AI ensemble crush, darling.

00:05It builds multiple trees and aggregates for better predictions.

00:10Ethan, can you explain aggregation?

00:12Sophia, how does it fit the app from day 64?

00:16Anastasia, you make forests sound so hot.

00:20How do forests improve classification in the app, love?

00:23Ethan, what's your take on forests in Python?

00:26Oh, Olivia, you tease.

00:28Random forests classify AI data robustly.

00:32Ethan, Sophia, jump in with details.

00:36Anastasia, Olivia, random forests are like a hot group, aggregating AI trees with flair.

00:42It's a forest party.

00:44Let's drop this code beat for wizards.

00:46Yo, wizards, bagging in random forests bootstraps samples like a hot aggregate for Sophia, reducing AI variants.

00:54It's a bagging party.

00:55Let's drop this code beat and aggregate some trees.

00:58You're aggregating my heart, Ethan.

01:02Wizards, bagging improves forest reliability for the app.

01:06Try it in our demo.

01:08It's like combining with passion.

01:11Wizards, feature randomness select subsets like a hot random for Sophia, diversifying AI trees.

01:17It's a randomness party.

01:18It's a randomness party.

01:19Let's drop this code beat and diversify.

01:22You're randomizing my heart, Ethan.

01:25Wizards, feature randomness diversifies forests for the app.

01:30Try it in our demo.

01:31It's like varying with passion.

01:34Wizards, random forest classifier.

01:37Fit, fit, x, y, fits the forest like a hot aggregator for Sophia, learning AI patterns.

01:44It's a fitting party.

01:46Let's drop this code beat and classify some data.

01:49You're aggregating my heart, Ethan.

01:52Wizards, fitting random forest learns patterns for the app.

01:56Try it in our demo.

01:58It's like building forests with passion.

02:01Wizards, model.

02:03Predict, x underscore test.

02:05Predicts species like a hot forecast for Sophia, powering AI Insight Hub.

02:10It's a prediction party.

02:12Let's drop this code beat and see the classes.

02:15You're forecasting my heart, Ethan.

02:18Wizards, predictions power the app's flower classifier.

02:23Try it in our demo.

02:24It's like predicting with passion.

02:27Wizards, accuracy underscore score.

02:30Y underscore test.

02:31Y underscore pred, evaluates the forest like a hot score for Sophia, checking AI accuracy.

02:38It's a metrics party.

02:39Let's drop this code beat.

02:41You're scoring my heart, Ethan.

02:44Wizards, evaluating the forest assesses our app's classifier.

02:49Try it in our demo.

02:50It's like measuring success with passion.

02:54Wizards, SNS.

02:56Heatmap, confusion underscore matrix.

02:58Visualizes confusion like a sexy matrix for Sophia, showing AI errors.

03:04It's a visualization party.

03:06Let's drop this code beat.

03:08You're matrixing my heart, Ethan.

03:11Wizards, confusion matrices show forest errors for the app.

03:15Try it in our demo.

03:17It's like mapping success with passion.

03:20Wizards, PLT.

03:22Scatter, X underscore test, 0, X underscore test, 1, C equals Y underscore pred.

03:30Visualizes predictions like a hot plot for Sophia, showing AI classes.

03:35It's a visualization party.

03:37Let's drop this code beat.

03:39You're plotting my heart, Ethan.

03:42Wizards, visualizing predictions shows app classification.

03:45Try it in our demo.

03:48It's like painting classes with passion.

03:52Wizards, scikit-learn from day 43 is a hot tool for Sophia.

03:56Random forest classifier.

03:58Builds forests like a sexy aggregator.

04:01Coding fireworks make this party epic.

04:03You're aggregating my heart, Ethan.

04:06Wizards, scikit-learn powers random forests for the app.

04:10Try it in our challenge.

04:12It's like building AI with passion.

04:14Wizards, standard scaler, pre-processes data like a hot transformation for Sophia, scaling AI features.

04:23It's a pre-processing party.

04:25Let's drop this code beat and ready the data.

04:27You're transforming my heart, Ethan.

04:31Wizards, scikit-learn pre-processing ensures accurate forests.

04:35Try it in our demo.

04:37It's like polishing data with passion.

04:39Wizards, optimize random forests with proper n-estimators, max depth, and evaluation.

04:48Use scikit-learn to ensure robust AI models for top performance.

04:54Irene's right.

04:55Forests integrate data prep and classification, ensuring efficient workflows.

05:00Use them in your app for reliable predictions.

05:03Optimized forests so sexy.

05:07Irene, Isabella.

05:09Clear practices make AI classification irresistible.

05:13Practice for Day 66's KNN, Wizards, and keep that code sizzling.

05:18Wizards, random forests fit AI pipelines for classification tasks.

05:23Ne'er robust.

05:25Your skills are ready for Day 66's KNN.

05:28Irene's right, Wizards.

05:31Tune parameters to balance accuracy and overfitting.

05:34These practices make your app classifier effective.

05:37Apply them in your challenge.

05:40Oh, Irene, Isabella.

05:41Forests critical in AI pipelines, darling.

05:45They classify sexily.

05:47Your Day 65 skills make AI irresistible.

05:51Classify like pros.

Day 65 Fast: Random Forest Classifier – Beginner’s Guide for AI Coding | #DailyAIWizard

Category

Transcript

Be the first to comment

Recommended