Wiki Article · Cinematic

Dataset

Dataset ek organized collection of data hai jo kisi specific purpose ke liye gather, structure, aur…

Overview

Dataset — Quick Facts

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Property: Detail

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Full Name: Dataset / Data Set

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Also Known As: Data Collection, Data Corpus,…

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Category: AI, Machine Learning, Analytics,…

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Infobox

📊 | Property | Detail | |---|---| | Full Name | Dataset / Data Set | | Also Known As | Data…

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Kya Hai Dataset

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Spreadsheet me rows aur columns ka…

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Folder full of images with labels…

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Text files ka collection for NLP =…

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Database table ka export = tabular…

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Kyun Zaroori Hai

🗄️ 1. AI/ML Training: Machine learning models sirf data se seekhte hain. Bina dataset ke koi…

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Dataset Types

📈 By Structure | Type | Description | Example | Storage | |---|---|---|---| | Structured |…

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Dataset Formats

🔍 | Format | Type | Strengths | Weaknesses | |---|---|---|---| | CSV | Text, tabular |…

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Dataset in Machine Learning

📉 Machine learning me dataset ka role central hai. Model sirf utna acha hota hai jitna uska…

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Mermaid Diagram — Dataset Lifecycle

🧮 `mermaid flowchart TD A[Data Collection] --> B[Raw Dataset] B --> C[Data Cleaning] C -->…

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Dataset Sources

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Company ka apna internal data —…

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Most valuable datasets proprietary…

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Privacy laws (GDPR, CCPA)…

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Real data generate karna expensive…

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Data Quality Dimensions

📊 Data quality directly model aur analysis ki quality impact karti hai: | Dimension |…

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Popular Public Datasets

💾 | Dataset | Domain | Size (approx) | Use Case | |---|---|---|---| | MNIST | Computer…

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Dataset Challenges

🗄️ 1. Data Collection Cost: High-quality labeled data collect karna expensive aur…

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Best Practices

📈 1. Document your dataset. Schema, source, collection method, known limitations — sab…

Diagram

Visual Flow

📊 Diagram visualization — details in narration

Quiz — Question 1

Dataset ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

Dataset ka 'Full Name' kya hai?

Complete! 🎉

Dataset Complete!

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Dataset Complete

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