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Answer: e-Filing
Income Tax e-Filing Portal enables online return submission, refund tracking, compliance services. Integrated with Aadhaar, PAN, pre-filled data. Critical for digital tax administration.
Answer: Clustering
Clustering (K-means, hierarchical, DBSCAN) discovers natural groupings in unlabeled data. Applications: customer segmentation, anomaly detection, document organization.
Answer: Scatter
Scatter plots display individual data points for two variables, revealing correlations, clusters, outliers. Foundation for regression analysis and exploratory data science.
Answer: Integration / Warehousing
Data integration combines disparate sources via ETL/ELT, virtualization, or federation. Enables unified analytics, reporting, and decision-making. Critical for enterprise data strategy.
Answer: Serverless / Athena
Serverless query engines (AWS Athena, Google BigQuery) enable SQL queries directly on data in object storage using schema-on-read. Eliminates ETL for ad-hoc analysis. Pay-per-query pricing.
Answer: Parquet
Parquet is columnar storage format optimized for analytics: efficient compression, predicate pushdown, schema evolution. Reduces I/O by reading only required columns. Used in Spark, Hive, Presto.
Answer: OECD
OECD AI Principles (2019) provide values-based guidelines: inclusive growth, human-centered values, transparency, robustness, accountability. India endorses for domestic policy alignment.
Answer: FOSS / Free and Open Source Software
MeitY's FOSS policy encourages government adoption of open-source for cost-effectiveness, security, and vendor independence. Critical for sustainable digital governance.
Answer: Hunting
Threat hunting uses hypotheses, analytics, and analyst expertise to find hidden adversaries. Complements automated detection. Critical for advanced persistent threat defense.
Answer: LLM / Generation
Code LLMs (Codex, CodeLlama) trained on code repositories enable natural language to code generation, debugging, and documentation. Critical for developer productivity tools.
Answer: Corporation for Assigned Names and Numbers / ICANN
ICANN coordinates domain names, IP addresses, protocol parameters. Multi-stakeholder model ensures open, interoperable internet. India participates through government and civil society.
Answer: Interdisciplinary Cyber Physical Systems / NM-ICPS
NM-ICPS (DST) funds R&D in AI, IoT, robotics, quantum technologies. Aims to build indigenous capabilities and innovation ecosystem. Critical for strategic technology questions.
Answer: Stratified
Stratified sampling maintains class proportions in train/test splits, critical for imbalanced classification tasks. Prevents evaluation bias from skewed splits.
Answer: Incident
Post-incident review captures lessons learned: what happened, response effectiveness, root causes, improvements. Critical for continuous security program maturity.
Answer: Reinforcement / RLHF
Reinforcement Learning from Human Feedback (RLHF) trains reward models from human preferences, then optimizes LLM to maximize rewards. Critical for aligning AI with human values.
Answer: WTO / OECD
WTO e-commerce negotiations and OECD digital economy work address cross-border data flows, digital taxation, consumer protection. India actively participates in shaping global digital trade rules.
Answer: Digital India / UPI
Digital India encompasses UPI, Aadhaar, DigiLocker for inclusive digital services. UPI enables instant, interoperable payments driving financial inclusion. Critical for digital economy questions.
Answer: Label / One-Hot
Categorical encoding: label encoding for ordinal variables, one-hot for nominal, target encoding for high-cardinality. Choice impacts model performance and interpretability.
Answer: CSA CCM / Cloud Controls Matrix
Cloud Security Alliance Cloud Controls Matrix provides comprehensive security controls for cloud services, mapped to standards like ISO 27001, NIST. Critical for cloud security governance.
Answer: Beam / Nucleus
Advanced decoding: beam search explores multiple hypotheses, nucleus (top-p) sampling truncates low-probability tokens. Balance diversity and coherence in text generation.