#Normalization In Data Science

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#Normalization In Data Science Reel by @fullstackgada - 📍Bhide ka normal form Part-2 Normalization 1NF, 2NF and 3NF Bhide ne achar samaj liya lekin gada to khada hai na First normal form Second normal fo
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@fullstackgada
📍Bhide ka normal form Part-2 Normalization 1NF, 2NF and 3NF Bhide ne achar samaj liya lekin gada to khada hai na First normal form Second normal form Third normal form Data redundancy Manageable data Fast acsses Save storage Data cunsistansy #normalization #database #sql #mongodb #fullstackdeveloper #backend #denormalization #databaseengineer #datascience #computerscience #rdbms #devops #developer #devtech #dailyinsta #fullstackgada #tmkoc #jethalal #bhide #students #rdbms #cr7 #funny #trendingaudio #datasecurity #dataanalytics
#Normalization In Data Science Reel by @fullstackgada - 📍Bhide ka Normalization part -1 Bhide ne data ka achar bana diya sara data duplicate ho gaya🤯 Normalization Denormalization How it works Data red
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@fullstackgada
📍Bhide ka Normalization part -1 Bhide ne data ka achar bana diya sara data duplicate ho gaya🤯 Normalization Denormalization How it works Data redundancy #normalization #database #sql #mongodb #fullstackdeveloper #backend #denormalization #databaseengineer #datascience #computerscience #rdbms #devops #developer #devtech #dailyinsta #fullstackgada #tmkoc #jethalal #bhide
#Normalization In Data Science Reel by @gladys.choque_ulloa - 🧠 𝗡𝗼𝗿𝗺𝗮𝗹𝗶𝘇𝗮𝗰𝗶𝗼́𝗻, 𝗲𝘀𝘁𝗮𝗻𝗱𝗮𝗿𝗶𝘇𝗮𝗰𝗶𝗼́𝗻 𝘆 𝘀𝘂𝗮𝘃𝗶𝘇𝗮𝗰𝗶𝗼́𝗻: ¿𝘀𝗼𝗻 𝗹𝗼 𝗺𝗶𝘀𝗺𝗼 𝗲𝗻 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲❓ En
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@gladys.choque_ulloa
🧠 𝗡𝗼𝗿𝗺𝗮𝗹𝗶𝘇𝗮𝗰𝗶𝗼́𝗻, 𝗲𝘀𝘁𝗮𝗻𝗱𝗮𝗿𝗶𝘇𝗮𝗰𝗶𝗼́𝗻 𝘆 𝘀𝘂𝗮𝘃𝗶𝘇𝗮𝗰𝗶𝗼́𝗻: ¿𝘀𝗼𝗻 𝗹𝗼 𝗺𝗶𝘀𝗺𝗼 𝗲𝗻 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲❓ En análisis de datos y estadística escuchamos estos términos todo el tiempo… y muchas veces se usan como sinónimos. Pero no significan lo mismo y aplicarlos mal puede afectar tus resultados y modelos. ¿Por qué son importantes? Porque influyen directamente en: ✔ Calidad del análisis. ✔ Desempeño de los modelos. ✔ Interpretación correcta de resultados. ✔ Cumplimiento de supuestos estadísticos. 🔹 𝗡𝗼𝗿𝗺𝗮𝗹𝗶𝘇𝗮𝗰𝗶𝗼́𝗻 Lleva los datos a una misma escala, por ejemplo 0–1. 👉 Útil en KNN, K-means, SVM, redes neuronales. 🔹 𝗘𝘀𝘁𝗮𝗻𝗱𝗮𝗿𝗶𝘇𝗮𝗰𝗶𝗼́𝗻 Centra y escala usando media y desviación estándar (z-score). 👉 Clave en regresión, PCA, análisis multivariante. 🔹 𝗦𝘂𝗮𝘃𝗶𝘇𝗮𝗰𝗶𝗼́𝗻 Reduce el “ruido” para resaltar tendencias. 👉 Usada en series de tiempo, economía, salud, meteorología. 📌 En resumen: ✔ Normalizar = cambiar de rango. ✔ Estandarizar = centrar y escalar. ✔ Suavizar = reducir fluctuaciones aleatorias. ❌ no son intercambiables. 💡 Dominar estas técnicas marca la diferencia entre un análisis básico y uno profesional en: 📊 Estadística. 🤖 Machine Learning. 🧭 Data Science. 💁‍♀️Si quieres leer el post completo lo puedes encontrar en mi blog (link en el primer comentario). ✨ Ahora te leo: 👉 ¿Cuál de estas has usado más en tus proyectos? 👉 ¿Te gustaría un post con ejemplos prácticos en R o Python? 🚀 Si te gustó este contenido💙 sígueme para más temas de estadística, machine learning y ciencia de datos. ¡Nos vemos en el próximo post!✨ . . #DataScience #Normalization #MachineLearning #Statistics #DatosConGladys
#Normalization In Data Science Reel by @codeverse007 - Normalization in SQL #datascientiest #datascience #programming #coding #coder #programmer #normalization #codeverse #web #webdevelopment #softwaredev
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@codeverse007
Normalization in SQL #datascientiest #datascience #programming #coding #coder #programmer #normalization #codeverse #web #webdevelopment #softwaredevelopement
#Normalization In Data Science Reel by @ailead.ai - Normalization vs Denormalization: Which Team Are You On? 🤔 🚀 "Normalization vs Denormalization" - The Ultimate Database Showdown! 📚💻 . Ever wond
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@ailead.ai
Normalization vs Denormalization: Which Team Are You On? 🤔 🚀 "Normalization vs Denormalization" - The Ultimate Database Showdown! 📚💻 . Ever wondered how tech giants like Amazon manage their massive data systems? 🤔 . In this reel, we break down the two pillars of database management: Normalization and Denormalization. . 🔹 Normalization: Think of it as organizing your wardrobe. Everything in its place, no duplicates, and super easy to find what you need! 🧹👕 . 🔹 Denormalization: Now imagine combining everything into one big suitcase for a quick getaway. It’s all about speed and efficiency! 🧳⚡ . From libraries to e-commerce giants, these concepts are the backbone of data management. . So, are you Team Normalization or Team Denormalization? Let us know in the comments! 👇 . 🎥 Watch the full reel to see how Modi Ji and Rahul Ji explain these concepts with a fun twist! . 💬 Share your thoughts in the comments: Are you Team Normalization or Team Denormalization? Don’t forget to like, share, and follow for more tech insights! 🚀 #DatabaseManagement #TechTalks #Normalization #Denormalization #DataScience #TechEducation #LearnWithFun #TechEnthusiast #DataSystems #ProgrammingLife #TechTips #CodingCommunity #DatabaseDesign #TechLearning #IndianTechies #TechHumor #DataManagement #TechReels #Shorts #TechContent #TechExplained #TechForBeginners #TechSavvy #TechKnowledge
#Normalization In Data Science Reel by @prashant.code - Data Normalization in ML ⬇️ Ever wondered why some features overpower others in ML models? 🤔 It's all about scaling! Today, I demonstrated how to u
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@prashant.code
Data Normalization in ML ⬇️ Ever wondered why some features overpower others in ML models? 🤔 It’s all about scaling! Today, I demonstrated how to use Min-Max Scaling to normalize data and bring all features into the same range. 💻 Code Highlight: from sklearn.preprocessing import MinMaxScaler scaler = MinMaxScaler() normalized_data = scaler.fit_transform(data) 🎯 Why Normalize? ➡️ Prevents larger features from dominating. ➡️ Speeds up model convergence. ➡️ Essential for distance-based algorithms like KNN or SVM. 💬 Do you normalize your data before training ML models? Let me know below! Follow for more @prashant.code ♥️ #education #datascience #ai #machinelearning #trending #normalization #minmaxscaling #datapreprocessing #python #mltips #coding #prashantcode #reelcontent
#Normalization In Data Science Reel by @stack.bytes - Normalization vs Denormalization in SQL explained in 60 seconds ⏳ Learn how these database design algorithms optimize data storage, query performance
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@stack.bytes
Normalization vs Denormalization in SQL explained in 60 seconds ⏳ Learn how these database design algorithms optimize data storage, query performance & scalability 🚀 A must-know for every SQL developer & interview preparation 💡 ✅ normalization → reduce redundancy, improve integrity ✅ denormalization → speed up reads, fewer joins Master these DBMS concepts and crack interviews with confidence 🔥 #sql #dbms #database #normalization #denormalization #sqlqueries #dbmsalgorithms #sqlshorts #programmingreels #interviewpreparation #softwareengineering #datastructures #algorithms #learntocode #developerlife #stackbytes #integerbyte #dotnet #fullstackengineer #dataanalytics #datascience
#Normalization In Data Science Reel by @datamindshubs - Struggling with messy databases? 🚀 Dive into data normalization - the secret to clean, efficient data! Learn 1NF, 2NF, & 3NF in seconds. Boost your d
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@datamindshubs
Struggling with messy databases? 🚀 Dive into data normalization – the secret to clean, efficient data! Learn 1NF, 2NF, & 3NF in seconds. Boost your data science skills today! 💻📊 What's your top DB tip? Comment below! 👇 #DataNormalization #DataScience #Database
#Normalization In Data Science Reel by @isrodev1 - Hoy enseñamos a normalizar una base de datos usando conceptos de Pokémon para que sea simple y visual. Explicamos las tres primeras formas de normaliz
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@isrodev1
Hoy enseñamos a normalizar una base de datos usando conceptos de Pokémon para que sea simple y visual. Explicamos las tres primeras formas de normalización (1FN, 2FN y 3FN), cómo detectar los errores comunes, y cómo terminar con un esquema limpio y sin redundancias. Todo con ejemplos claros y tablas fáciles de entender. 👇 Dejo la aclaración que el resultado y las tablas son meramente de ejemplo. No me funen jajaja #databases #normalization #sql #programming #normalizacion
#Normalization In Data Science Reel by @kavach.khanna01 (verified account) - Learn DATA ANALYTICS FOR FREE 🔥 • • • If you are interested in learning Data Analytics for Free then, this reel is very important for you as I have m
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@kavach.khanna01
Learn DATA ANALYTICS FOR FREE 🔥 • • • If you are interested in learning Data Analytics for Free then, this reel is very important for you as I have made a COMPLETE ROADMAP of what you need to do for the next 6 months along with where you can get the free resources! Do share it amongst your friends and follow @kavach.khanna01 for such value! #dataanalytics #dataanalyticsforfree #learndata #learndatascience #kavachkhanna
#Normalization In Data Science Reel by @freakz.ai - 📍Complete Statistics cheatsheet for Data Science(Episode 15 of 100): Let's dive in👇 ✅ When I was applying to Data Science jobs, I noticed that ther
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@freakz.ai
📍Complete Statistics cheatsheet for Data Science(Episode 15 of 100): Let’s dive in👇 ✅ When I was applying to Data Science jobs, I noticed that there was a need for a comprehensive statistics and probability cheat sheet that goes beyond the very fundamentals of statistics (like mean/median/mode). ✅ This statistics cheat sheet overviews the most important terms and equations in statistics and probability. You’ll need all of them in your data science career. ⏰ Like this post? Go to our bio click subscribe button and subscribe to our page. Join our exclusive subscribers channel✨ #datascience #python #python3ofcode #programmers #coder #programming #developerlife #programminglanguage #womenwhocode #codinggirl #entrepreneurial #softwareengineer #100daysofcode #programmingisfun #developer #coding #software #programminglife #codinglife #code
#Normalization In Data Science Reel by @random_code_83 - Data Scientist Roadmap . . . . . #reels #viral #trendingreels #newcollection #viralvideos #reelsvideo #reelsinstagram #shorts #trending #viralreels
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@random_code_83
Data Scientist Roadmap . . . . . #reels #viral #trendingreels #newcollection #viralvideos #reelsvideo #reelsinstagram #shorts #trending #viralreels

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