GK Questions

Bubble Sort with optimization (stop if no swaps in a pass) achieves O(n) best-case for already sorted input. However, average/worst-case remains O(n²). For exams: know trade-offs - Bubble (simple, inefficient), Quick (fast average, worst O(n²)), Merge (stable, O(n log n) always), Heap (in-place, O(n log n)).

Human-in-the-loop (HITL) ensures humans can monitor, override, or intervene in AI decisions, especially in high-stakes domains. Critical for accountability, error correction, and ethical compliance. Complements human-on-the-loop (supervision) and human-out-of-the-loop (full automation for low-risk tasks). Balances automation benefits with human judgment.

ML models analyze transaction patterns (amount, location, time, device) to detect anomalies indicating fraud. Techniques: supervised learning (labeled fraud data), unsupervised anomaly detection, and real-time scoring. Used by banks, UPI apps, and payment gateways. Continuous learning adapts to evolving fraud tactics while minimizing false positives.

Beamforming uses antenna arrays to steer radio waves directionally toward users instead of omnidirectional broadcast. Benefits: higher signal-to-noise ratio, extended coverage, reduced interference, and energy efficiency. Critical for mmWave 5G which has limited propagation. Implemented via digital, analog, or hybrid beamforming techniques.

Transistor (BJT or FET) amplifies weak signals by using small input current/voltage to control larger output current. Configurations: common emitter (high gain), common collector (impedance matching). Foundation of audio amplifiers, radio receivers, and sensor interfaces. Operational amplifiers (op-amps) integrate multiple transistors for precision amplification.

Array access by index is O(1) constant time because memory address is calculated directly: base_address + index * element_size. No traversal needed. Contrasts with linked lists (O(n) for access). This efficiency makes arrays ideal for random access patterns, but insertion/deletion in middle is O(n) due to element shifting.

Adversarial Debiasing uses adversarial networks to remove correlations between protected attributes (gender, caste) and model predictions while preserving task performance. Other techniques: reweighting samples, bias-aware preprocessing, fairness constraints in loss function. Critical for ethical AI in hiring, lending, and public services where bias can perpetuate inequality.

Neo-banks in India are tech-first platforms that partner with licensed banks/NBFCs to offer banking services. RBI does not grant independent banking licenses to neo-banks yet. They focus on UX, analytics, and niche segments while regulated partners handle core banking, compliance, and balance sheet activities. Regulatory evolution ongoing.

MIMO (Multiple Input Multiple Output) uses multiple antennas at transmitter and receiver to send/receive multiple data streams simultaneously over same frequency. Increases spectral efficiency, data rates, and link reliability. Evolution: SU-MIMO (single user) to MU-MIMO (multi-user). Foundational for 4G LTE-Advanced and 5G NR performance.

Rectifier converts AC to DC using diodes. Types: half-wave (single diode, inefficient), full-wave (center-tapped or bridge, better efficiency). Used in power supplies for electronics, battery chargers, and DC motor drives. Filter capacitors smooth the pulsating DC output. Critical component in virtually all electronic devices powered from mains.

Boolean data type represents two values: true or false. Named after George Boole, founder of Boolean algebra. Used in conditional statements, loops, and logical operations. Some languages (C) use integers (0=false, non-zero=true), but modern languages (Java, Python, C#) have dedicated bool type for clarity and type safety.

DPDP Act 2023 mandates explicit, informed, and specific consent for processing sensitive personal data (biometrics, health, sexual orientation, etc.). Consent must be withdrawable, and purpose limitation applies. Additional safeguards: data minimization, storage limitation, and enhanced rights for data principals. Critical for AI systems using sensitive data.

RBI's Digital Lending Guidelines (2022) require: lending only by regulated entities (banks/NBFCs), direct fund flow between lender and borrower (no third-party pools), standardized key fact statements, cooling-off period, and grievance redressal. Aims to protect consumers from predatory apps, data misuse, and unfair recovery practices.

Network Slicing creates multiple logical networks on shared physical 5G infrastructure, each optimized for specific requirements: ultra-reliable low latency (autonomous vehicles), massive IoT (sensors), enhanced mobile broadband (video). Enables customized QoS, security, and management per slice. Critical for monetizing 5G across industries.

AND gate outputs 1 (HIGH) only when all inputs are 1. Truth table: 0+0→0, 0+1→0, 1+0→0, 1+1→1. Fundamental for digital circuits, arithmetic units, and control logic. NAND/NOR are universal gates (can implement any Boolean function). XOR outputs 1 when inputs differ; useful for parity checks and adders.

Recursion typically uses MORE memory due to call stack overhead for each recursive call. Risk of stack overflow for deep recursion. Iteration uses constant memory with loops. However, recursion can simplify code for tree/graph problems, divide-and-conquer algorithms. Tail recursion optimization (in some languages) can mitigate memory issues.

AI governance in India is multi-stakeholder: NITI Aayog leads strategy (#AIforAll), MeitY handles policy/regulation and DPDP Act, DST funds R&D through NM-ICPS. BIS develops technical standards; CERT-In addresses security. Collaborative approach ensures balanced innovation, ethics, and national interest in AI deployment.

Account Aggregator (AA) ecosystem enables consent-based sharing of financial data between institutions. Users control data sharing via AA apps. FIPs (banks, mutual funds) provide data; FIUs (lenders, wealth apps) consume for personalized services. Reduces documentation, speeds up credit decisions, and promotes competition in financial services.

DSS (Dynamic Spectrum Sharing) allows 4G LTE and 5G NR to coexist on same frequency band by dynamically allocating resources based on real-time demand. Enables faster 5G rollout using existing spectrum without refarming. Trade-off: slight capacity reduction vs accelerated coverage. Key for operators transitioning from 4G to 5G.

Ohm's Law: I = V/R, where I=current (Amperes), V=voltage (Volts), R=resistance (Ohms). Fundamental for circuit analysis, component selection, and troubleshooting. Applies to ohmic materials at constant temperature. Non-ohmic devices (diodes, transistors) have non-linear V-I characteristics requiring advanced modeling.