Saturday, April 11, 2026

BigQuery & AI Quiz – Complete Questions & Answers

MCQ | Gen AI Academy APAC Edition | Hack2skill

Data is moving faster than ever—and tools like BigQuery and AI are evolving to keep up. From real-time processing and event-driven pipelines to vector search and generative modeling, understanding these concepts is becoming essential for modern data workflows.
 
In this quick quiz-style guide, we break down key concepts across BigQuery, AI agents, and machine learning—making it easy to test your knowledge and sharpen your understanding in just a few minutes.
BigQuery & AI Quiz

Q1. In BigQuery Continuous Queries, which type of processing is supported?

  • Aggregations with GROUP BY
  • ✔ Stateless row-level transformations
  • Multi-table JOIN operations
  • Window functions with partitions

Q2. Which operation is commonly used in Continuous Queries to write processed results?

  • SELECT INTO
  • ✔ INSERT INTO
  • MERGE TABLE
  • UPDATE STREAM

Q3. In an event-driven pipeline using BigQuery, what typically triggers processing?

  • A scheduled cron job
  • A manual query execution
  • ✔ Arrival of new data in the source
  • Completion of a dashboard refresh

Q4. In the ADK-based Data Analyst Agent, what defines the agent’s behavior?

  • The database schema only
  • ✔ The agent’s prompt, purpose, and instructions
  • The size of the dataset
  • The cloud region

Q5. Why does a schema-aware agent produce more reliable SQL queries?

  • It memorizes previous queries
  • It generates queries without validation
  • ✔ It understands the actual structure of tables before generating queries
  • It avoids using SQL entirely

Q6. What is the primary advantage of connecting an AI agent to BigQuery instead of using static datasets?

  • Faster internet speed
  • ✔ Access to dynamically updated, large-scale datasets
  • Elimination of query costs
  • Removal of schema requirements

Q7. In the multimodal workflow, what is the role of feature extraction from images?

  • Compressing image size
  • ✔ Converting images into structured attributes for analysis
  • Deleting irrelevant images
  • Improving network speed

Q8. In BigQuery ML, what is the purpose of using K-means clustering?

  • Predicting future values
  • ✔ Grouping similar data points without predefined labels
  • Cleaning missing data
  • Joining multiple tables

Q9. In a vector-based search system, how are similarity results typically determined?

  • Exact keyword matching
  • Sorting by timestamp
  • ✔ Distance between vector embeddings
  • File size comparison

Q10. When using generative AI to create a data science model from a prompt, what is the key benefit?

  • Eliminates need for any validation
  • ✔ Automatically generates model logic based on high-level intent
  • Removes need for data
  • Guarantees perfect accuracy

Tuesday, February 10, 2026

MY Bharat Budget Quest 2026 – Questions & Correct Answers

This post contains all important questions from MY Bharat Budget Quest 2026 with multiple-choice options and the correct answers highlighted for quick revision.

MY Bharat Budget Quest 2026

Quiz Link: https://mybharat.gov.in/quiz/


1. What allocation was provided to both the Maldives and Mauritius in the aid to countries category for 2026-27?

  • ₹800 crore each
  • ₹550 crore each
  • ₹2,288 crore each
  • ₹19 crore each

2. Foodgrain production in AY 2024-25 represents an increase of how much over the previous year?

  • 180.4 LMT
  • 210.6 LMT
  • 254.3 LMT
  • 300.0 LMT

3. India's GDP growth for FY26 is estimated at:

  • 6.20%
  • 6.80%
  • 7.40%
  • 5.10%

4. Basic customs duty exemption on sodium antimonate is intended for use in manufacturing:

  • Solar cells
  • Solar modules
  • Solar glass
  • Wind turbines

5. Growth in agriculture during FY26 benefited significantly from:

  • Export incentives
  • Favourable monsoon conditions
  • Import substitution
  • Reduced MSP

6. India's average real GDP growth rate remaining among the highest globally reflects which key strength?

  • Export dependency
  • Domestic demand resilience
  • Currency appreciation
  • Import substitution

7. Budget 2026 targets revival of how many industrial clusters?

  • 100
  • 150
  • 200
  • 250

8. "Mahatma Gandhi Gram Swaraj" initiative targets which group for global market linkage?

  • Semiconductor engineers
  • Seaplane pilots
  • Khadi, handloom, and handicrafts
  • Cloud service providers

9. Rare Earth Permanent Magnets scheme aims to reduce dependence on:

  • Agricultural imports
  • Crude oil imports
  • Critical mineral imports
  • Fertiliser imports

10. DPIIT-recognised startups increased to more than how many by 2025?

  • 50,000
  • 1 lakh
  • 2 lakh
  • 3 lakh

11. Non-residents paying tax on a presumptive basis are exempt from:

  • GST
  • Wealth Tax
  • MAT (Minimum Alternate Tax)
  • Property Tax

12. Defence budget was presented in the context of:

  • Operation Vijay
  • Operation Sindoor
  • Operation Rakshak
  • Operation Shakti

13. BCD exemption for nuclear power projects is extended till:

  • 2030
  • 2032
  • 2035
  • 2040

14. PLI schemes contributed mainly by:

  • Increasing imports
  • Boosting manufacturing, investment and jobs
  • Replacing MSMEs
  • Raising tariffs

15. First Kartavya in the Budget focuses on:

  • Reducing inequality
  • Accelerating and sustaining economic growth
  • Expanding social security
  • Centre-State relations

16. Fisheries sector market linkages involve women-led groups with:

  • District Cooperatives
  • Export Promotion Councils
  • Fish Farmers Producer Organisations
  • NABARD

17. Total allocation to MEA in Budget 2026-27:

  • ₹20,516 crore
  • ₹21,742 crore
  • ₹22,118 crore
  • ₹25,000 crore

18. "First-Ever Profitability" turnaround in Power Sector refers to:

  • UDAY 2.0
  • Saubhagya Scheme
  • DISCOM Transformation
  • Solar Alliance

19. Renewable energy capacity added in 2025-26 (till Dec 31, 2025):

  • 32.45 GW
  • 35.20 GW
  • 38.61 GW
  • 42.00 GW

20. Telescope infrastructure facilities aim to:

  • Satellite navigation
  • Defence surveillance
  • Promote astrophysics and astronomy through immersive experiences
  • Space tourism

21. Total allocation to Education in Budget 2026-27:

  • ₹1,04,599 crore
  • ₹1,09,029 crore
  • ₹1,39,289 crore
  • ₹1,12,671 crore

22. National highway expansion mainly improves:

  • Fuel consumption
  • Import substitution
  • Logistics efficiency and connectivity
  • Urban congestion

23. GNPA ratio at multi-decadal lows indicates:

  • Reduced credit demand
  • Improved banking sector health
  • Lower lending
  • Increased write-offs

24. India Semiconductor Mission 2.0 focuses on:

  • Import of finished chips
  • Full-stack Indian IP and supply chain strengthening
  • Privatisation of fabs
  • Export-only policy

25. BCD exemption for battery energy storage systems applies to:

  • Solar modules
  • Lithium-Ion cell manufacturing equipment
  • Wind turbines
  • Hydrogen fuel cells

26. Viksit Bharat Gram G programme focuses on:

  • Urban infrastructure
  • Industrial employment
  • Export-oriented agriculture
  • Rural employment and village development

27. Total allocation to Ministry of Defence (2026-27):

  • ₹6.95 lakh crore
  • ₹7.85 lakh crore
  • ₹7.25 lakh crore
  • ₹6.10 lakh crore

28. Manufacturing sector growth in H1 FY26:

  • 6.20%
  • 7.00%
  • 8.40%
  • 10.20%

29. VBYLD 2026 highlights youth as:

  • Scheme beneficiaries
  • Contributors to national policy thinking
  • Entrepreneurship beneficiaries
  • Tax incentive recipients

30. Budget Estimates for Ministry of Youth Affairs & Sports FY 2026-27:

  • ₹3,979.88 crore
  • ₹4,179.88 crore
  • ₹4,279.88 crore
  • ₹4,479.88 crore

✔ Tip: Bookmark this page for last-minute MY Bharat Budget Quest 2026 revision.

Sunday, February 08, 2026

Google Discover Core Update – February 2026

📢 Google Discover Core Update – February 2026 (Official Summary)

Update released: Thursday, February 5, 2026

Google has officially released the February 2026 Discover Core Update, a broad update to the systems that surface articles in Google Discover. According to Google, testing shows that users find the Discover experience more useful and worthwhile after this update.

Google Discover Core Update – February 2026

What’s changed in the February 2026 Discover Update?

1. More locally relevant content

Discover will show users more content from websites based in their own country. This change is designed to improve relevance by prioritizing regionally and locally meaningful content.

2. Reduced sensational and clickbait content

Google is actively reducing the visibility of sensational, exaggerated, or misleading content in Discover feeds. Headlines that over-promise without delivering value are less likely to perform.

3. Increased visibility for in-depth, original content

The update favors timely, original, and well-researched content that demonstrates clear expertise in a given subject area. Thin or surface-level articles may struggle to gain visibility.

4. Topic-level expertise (not site-wide authority)

Google evaluates expertise on a topic-by-topic basis. A website can perform well in Discover for specific sections where it shows strong expertise, even if it covers multiple unrelated topics.

For example, a local news website with a dedicated gardening section may be considered an expert in gardening, while a movie review site publishing a single gardening article likely would not.

5. Personalization remains a core signal

Discover will continue to personalize content based on users’ interests, creator preferences, and past engagement behavior.

Impact on Discover traffic

As with all core updates, Discover traffic may fluctuate. Some sites may experience increases, others may see decreases, and many may see no significant change at all.

Rollout details

The February 2026 Discover Core Update is currently rolling out to English-language users in the United States. Google has confirmed plans to expand the update to additional countries and languages in the coming months.

Key takeaway for publishers & SEOs

To perform well in Google Discover going forward, focus on:

  • Local and country-specific relevance
  • Topic-level expertise and depth
  • Original, timely, and trustworthy content
  • Avoiding sensational or clickbait-style headlines

This update reinforces Google’s long-term direction: rewarding content that genuinely helps users, rather than content designed purely to attract clicks.