IDS 10 Marks.docx

**DEPARTMENTS OF CSE-DS** +-----------------------------------------------------------------------+ | **COURSE DETAILS** | +-----------------------------------------------------------------------+ | **Class: II - Year, B. Tech Semester: I Academic...

**DEPARTMENTS OF CSE-DS** +-----------------------------------------------------------------------+ | **COURSE DETAILS** | +-----------------------------------------------------------------------+ | **Class: II - Year, B. Tech Semester: I Academic Year: 2024-25** | | | | **Course Title: INTRODUCTION TO DATA SCIENCE Regulation:** NECR BTECH | | 23 | +-----------------------------------------------------------------------+ **MID QUESTION BANK** **[UNIT-I]** ----------- --------------------------------------------------------------------------------------------------------- -------- -------- ----------- **S.No.** **Question** **CO** **BL** **Marks** **1** What is Data Science process? Explain. **1** **2** **10** **2** i)What is Bigdata? **1** **2** **5** ii\) Describe the main features of a big data ecosystem and data science **1** **2** **5** in detail. **3** Describe the life cycle of Data Science. **1** **2** **10** **4** List and explain the V's of big data **1** **2** **10** **5** How do you set the research goal, retrieving data and data preparation process in data science process? **1** **6** Illustrate Data cleaning process? Demonstrate Exploratory data analysis? **1** **7** Explain the benefits and uses of data science? **1** **8** Write in brief about defining goals and creating project charter. **1** **9** Explain about Model building in data science? **1** **10** Write a brief note on applications of data science? **1** ----------- --------------------------------------------------------------------------------------------------------- -------- -------- ----------- **[UNIT-II]** ----------- ---------------------------------------------------------------------- -------- -------- ----------- **S.No.** **Questions** **CO** **BL** **Marks** **1** What are the Applications of Machine Learning in Data Science? **2** What is the Role of Machine Learning in Data Science? **10** **3** Briefly explain the modelling process for feature engineering? **4** Briefly explain model selection, validation and prediction? **2** **5** Write about Handling large data on a single computer? **2** **6** Explain about General techniques for handling large volumes of data? **2** **7** Explain briefly about Python tools like sklearn? **2** **8** Write briefly about types of ML? **2** **9** General programming tips for dealing with large datasets? **2** **10** Write about General techniques for handling large volumes of data? **2** ----------- ---------------------------------------------------------------------- -------- -------- ----------- **[UNIT-III]** ----------- ---------------------------------------------------------------------------------------------------------- -------- -------- ----------- **S.No.** **Questions** **CO** **BL** **Marks** **1** Write a brief note on Distributing data storage and processing with Hadoop framework **2** Explain about ACID principle of relational databases **10** **3** Explain CAP theorem **4** Write about base principle of NoSQL databases **2** **5** Explain types of NoSQL databases **2** **6** Describe the process of data modeling in a NoSQL database compared to a traditional relational database. **2** **7** What are "ACID" transaction guarantees? **2** **8** How would you handle data migration from a relational database to a NoSQL database? **2** **9** Case study on risk assessment for loan sanctioning **2** **10** Case study on disease diagnosis and profiling **2** ----------- ---------------------------------------------------------------------------------------------------------- -------- -------- ----------- **[UNIT-IV]** ----------- -------------------------------------------------------------------------------------------- -------- -------- ----------- **S.No.** **Questions** **CO** **BL** **Marks** **1** Write about **Neo4j** for dealing with graph databases **2** What are Features of Neo4J **10** **3** Explain graph query language **Cypher** **4** Write the Applications graph databases **2** **5** Explain about Python libraries like nltk and SQLite for handling Text mining and analytics **2** **6** Wirte the Difference between Neo4j and SQLite **2** **7** Write a short note on SQLite **2** **8** Write a short note on Natural Language Toolkit? **2** **9** Write about Neo4j Query Cypher Language **2** **10** Case study on classifying Reddit posts **2** ----------- -------------------------------------------------------------------------------------------- -------- -------- ----------- **[UNIT-V]** ----------- ------------------------------------------------------------------------------------------------------------------ -------- -------- ----------- **S.No.** **Questions** **CO** **BL** **Marks** **1** Write about Creating a Reporting Dashboard using JavaScript? **2** Explain Tools for Dashboards, Data Visualisation and Infographics? **10** **3** How to map, reduce and filter a Set element using JavaScript? **4** How to create a dashboard using JavaScript? **2** **5** Write Different types of visualizations? **2** **6** What is data visualization? What are the advantages and disadvantages of data visualization? **2** **7** Explain about Crossfilter? **2** **8** Explain about DC.js? **2** **9** Explain about Dashboard development tools. **2** **10** Write about-Applying the Data Science process for real world problem solving scenarios as a detailed case study. **2** ----------- ------------------------------------------------------------------------------------------------------------------ -------- -------- -----------