Emerging and Digital Technologies: Revision and References

Shared revision, practice questions, answer explanations and references from the original module.

By Akhilesh Saini

Module CA-10 — Consolidated quick revision

The table below is for last-minute recognition. Its short phrases supplement rather than replace the explanations above.

Exam clueConceptQualification to remember
Ready-to-use hosted applicationSaaSCustomer still manages permitted access and data
Hosted development/deployment environmentPaaSCustomer develops/configures application
Virtual compute, storage and networkIaaSCustomer commonly manages guest OS/apps
Capacity expands and contractsRapid elasticityAvailability and cost are not automatically guaranteed
Shared infrastructure across usersResource poolingTenants require appropriate isolation
Exclusive cloud for an organizationPrivate cloudMay be hosted off premises
Two interacting cloud infrastructuresHybrid cloudDistinct from 'any online app plus local laptop'
Broad intelligent computer behaviorAINot every automation is AI
Models learn patterns from dataMLNo universal guarantee of correctness
Multi-layer neural-network learningDeep learningA subset of machine learning
Training with labeled targetsSupervised learningTraining differs from inference
Discover groupings without per-item labelsUnsupervised learningNot the same as a supervised classifier
Creates new text, images or codeGenerative AIGenerated facts may be invented
Connected physical devices with sensors/actuatorsIoTCan use local gateways rather than direct public access
Measures a physical quantitySensorDifferent from actuator
Performs a physical actionActuatorDifferent from sensor
Processes near the deviceEdge computingOften complements cloud processing
Shared coordinated recordsDistributed ledgerNot all DLT systems use blocks
Cryptographically linked record batchesBlockchainTamper resistance ≠ truth of entries
Network agreement over accepted updatesConsensusMethod varies by network
On-ledger programmatic logicSmart contractNot automatically a legal contract
Printed optical matrix patternQR codeDecoded by camera/scanner
Short-range contactless radioNFCCommonly associated with 13.56 MHz
Indian instant interbank payment ecosystemUPI / NPCIPayment system, not a kind of QR image
Ordinary incoming UPI creditNo recipient UPI PIN approvalVerify account record instead
Programmatic software interfaceAPISeparate from a GUI
Structured API text formatJSONNot encryption or a database
Common read requestHTTP GETGoverned by the service's API contract
API request not foundHTTP 404Distinct from authentication failure
Hypervisor / VMMManages virtual machinesUses physical resources
OS inside a VMGuest OSNot the same as physical host OS
Bare-metal / hosted hypervisorType 1 / Type 2Architectural categories
Shared-kernel isolated app environmentContainerDistinct from conventional guest-OS VM
VM checkpointSnapshotNot automatically an independent durable backup

Seven final self-checks

  1. Cloud: SaaS supplies an app, PaaS supplies an application platform, and IaaS supplies infrastructure; responsibility still exists at every level.
  2. AI: AI is broader than ML. Model training is distinct from inference, and an articulate generated answer may still be wrong.
  3. IoT: Sensors measure; actuators act; controllers, gateways and networks connect the physical and digital worlds.
  4. Blockchain: Blocks can be cryptographically linked and accepted through consensus; their presence does not prove input facts are true.
  5. Digital payments: QR codes are optical, NFC uses proximity radio, and UPI is a payment system. Distinguish receiving from authorizing a debit.
  6. APIs: An API is a software contract linking client request and service response; access control and error handling remain necessary.
  7. Virtualization: Hypervisors create VMs on physical hosts; VMs conventionally run guest operating systems, while containers usually share a kernel.

Sources and further reading

The lesson explanations and all 84 MCQs are original teaching material. The following primary technical/official resources support important definitions and offer optional further reading. Product operations, security recommendations and payment application interfaces can change, so check current provider guidance for any real transaction or system.

  1. NIST — The Definition of Cloud Computing (SP 800-145) — cloud essential characteristics, SaaS/PaaS/IaaS and deployment models.
  2. NIST — Artificial Intelligence Glossary — AI terminology and boundaries.
  3. NIST — AI Risk Management Framework — trustworthy use, risks, oversight and limitations (optional deeper reading).
  4. NIST — Internet of Things Glossary — connected physical devices and core concepts.
  5. NIST — IoT Cybersecurity Program FAQs — IoT devices, sensors/actuators and systems.
  6. NIST — Blockchain Technology Overview (NISTIR 8202) — block structure, hashes, consensus, limitations and use cases.
  7. NFC Forum — NFC Technology — proximity radio and contactless interaction.
  8. NPCI — UPI Frequently Asked Questions — UPI function, PIN authorization and safety basics.
  9. MDN — Introduction to Web APIs — programmatic interfaces.
  10. MDN — HTTP Overview — client/server exchange, methods and responses.
  11. Microsoft Learn — Virtual Machines and Hyper-V Overview — host, guest and hypervisor concepts.
  12. Red Hat — What is Virtualization? — virtualization and hypervisor fundamentals.