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Introduction In 2025, the role of a data scientist remains one of the most sought-after and lucrative career paths in India’s rapidly growing technology and business sectors. Data quality issues are common in Indian datasets, so cleaning and preprocessing are critical. Data Manipulation: Pandas, NumPy, dplyr.
Together, data engineers, data scientists, and machine learning engineers form a cohesive team that drives innovation and success in data analytics and artificialintelligence. Their collective efforts are indispensable for organizations seeking to harness data’s full potential and achieve business growth.
. · Big Data Analytics: R has solutions for handling large-scale datasets and performing distributed computing. Packages like dplyr, data.table, and sparklyr enable efficient data processing on big data platforms such as ApacheHadoop and Apache Spark.
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