Understanding Big Data Characteristics and Analytics Lifecycle
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Understanding the Characteristics of Big Data
Big Data refers to extremely large and complex datasets that cannot be processed using traditional data processing tools. It requires advanced technologies for storage, processing, and analysis.
The 5 Vs of Big Data
- Volume: Refers to the huge amount of data generated from various sources like social media, business transactions, and mobile devices. Example: Facebook and YouTube generate massive data daily.
- Velocity: Refers to the speed at which data is generated and processed. Many applications require real-time data processing. Example: Online transactions and live streaming.
- Variety: Refers to different types of data such as structured, semi-structured, and unstructured data. Example: Text, images,