Introduction to Data Analytics and Visualization (BCDS501) important topics for AKTU – unit-wise
Topics are ranked by how many times AKTU asked them across 4 papers. Finish the "very likely" topics first, then the top topics of each unit.
High-probability Introduction to Data Analytics and Visualization topics
- Analytics Foundations (Unit 1: Introduction to Data Analytics) – asked 9 times in 2023, 2024, 2025, 2026
- Real Time Analytics (Unit 3: Mining Data Streams) – asked 8 times in 2023, 2024, 2025
- Clustering Techniques (Unit 4: Frequent Itemsets and Clustering) – asked 7 times in 2023, 2024, 2025, 2026
What to cover inside these topics
- Need Of Analytics (part of Analytics Foundations)
- Applications Of Analytics (part of Analytics Foundations)
- Analytic Scalability (part of Analytics Foundations)
- Sentiment Analysis Case Study (part of Real Time Analytics)
- RTAP Applications (part of Real Time Analytics)
- Stock Market Prediction (part of Real Time Analytics)
- K Means (part of Clustering Techniques)
- Hierarchical Clustering (part of Clustering Techniques)
Most asked Introduction to Data Analytics and Visualization topics in each unit
- Unit 1 (Introduction to Data Analytics): Analytics Foundations – 9 times; Analytics Lifecycle – 5 times; Data Basics – 4 times
- Unit 2 (Data Analysis): Regression And Multivariate – 6 times; Bayesian Methods – 4 times; Search Methods – 3 times
- Unit 3 (Mining Data Streams): Real Time Analytics – 8 times; Stream Basics – 5 times; Counting In Streams – 4 times
- Unit 4 (Frequent Itemsets and Clustering): Clustering Techniques – 7 times; Frequent Itemsets – 6 times; High Dimensional Clustering – 2 times
- Unit 5 (Introduction to Visualization and Human Vision): Visualization Basics – 7 times; Human Vision – 3 times; Information Space Design – 2 times