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Questions and Answers

DeepSeek AI's Test-Time Scaling feature provides which of the following advantages?

  • It provides insight into the AI's decision-making process. (correct)
  • It breaks down the node's functions into more specialized roles.
  • It allows for faster data processing speeds compared to other AI models.
  • It reduces the computing power required for AI training.

What is the primary function of NVIDIA's PTX (Parallel Thread Execution) architecture?

  • To serve as an interface between high-level GPU programming languages and low-level machine code. (correct)
  • To manage the allocation of memory across different GPUs.
  • To replace CUDA C/C++ for optimized code execution.
  • To directly execute high-level programming languages on NVIDIA GPUs.

How does DeepSeek AI's data processing speed compare to that of OpenAI?

  • DeepSeek processes data 11 times faster than OpenAI. (correct)
  • DeepSeek's data processing speed is not comparable to OpenAI.
  • DeepSeek processes data at the same speed as OpenAI.
  • DeepSeek processes data 11 times slower than OpenAI.

What is a key advantage of DeepSeek AI compared to OpenAI, according to the provided information?

<p>DeepSeek AI is open-source, allowing for greater accessibility and collaboration. (D)</p> Signup and view all the answers

Which of the following best describes the Mixture of Experts (MoE) approach used by DeepSeek AI?

<p>It breaks nodes into specialized roles improving efficiency. (C)</p> Signup and view all the answers

What was the financial impact on NVIDIA's stock value following the emergence of DeepSeek AI, as indicated in the provided information?

<p>NVIDIA's stock value decreased by $589 billion. (B)</p> Signup and view all the answers

How does the NVIDIA H100 GPU improve upon the A100 for AI training and inference?

<p>The H100 is up to nine times faster for AI training and 30 times faster for inference compared to the A100. (A)</p> Signup and view all the answers

DeepSeek AI was trained using which type of NVIDIA chip to avoid export restrictions similar to those affecting the A100?

<p>H800 (D)</p> Signup and view all the answers

Which of the following best describes the primary focus of Information Technology (IT)?

<p>Managing, processing, storing, and securing data. (C)</p> Signup and view all the answers

In which environment does Operational Technology (OT) primarily function?

<p>Industrial environments with machinery and production lines. (A)</p> Signup and view all the answers

Which of the following technologies is commonly associated with Operational Technology (OT)?

<p>Supervisory Control and Data Acquisition (SCADA) (C)</p> Signup and view all the answers

What is the primary security focus in Operational Technology (OT) environments?

<p>Ensuring safety, reliability, and uptime of physical systems. (A)</p> Signup and view all the answers

Which operational concern is typically prioritized in Information Technology (IT)?

<p>Data integrity, confidentiality, and availability. (D)</p> Signup and view all the answers

DeepSeek AI has been accused of copyright infringement related to which company?

<p>OpenAI (C)</p> Signup and view all the answers

What is 'distillation' in the context of AI, as mentioned regarding DeepSeek AI?

<p>Training an AI using the output of another AI. (A)</p> Signup and view all the answers

Considering the distinctions between IT and OT, if a factory implemented a system to monitor the temperature and pressure of its machinery via a network of sensors, which domain would primarily manage this system?

<p>Operational Technology (OT) (A)</p> Signup and view all the answers

Which of the following best describes the core concept of the Internet of Things (IoT)?

<p>Connecting the unconnected, making devices smart and autonomous, and enabling remote control and management. (B)</p> Signup and view all the answers

How does IoT typically differ from embedded systems regarding internet connectivity?

<p>IoT devices are generally connected to the internet, whereas embedded systems are not necessarily connected. (B)</p> Signup and view all the answers

Which characteristic is most indicative of IoT devices compared to traditional embedded systems, regarding security considerations?

<p>IoT devices require more stringent security measures due to their connectivity and potential exposure to cyber threats. (B)</p> Signup and view all the answers

In the context of machine learning, what is the primary difference between supervised and unsupervised learning?

<p>Supervised learning requires user interaction for training, while unsupervised learning does not. (B)</p> Signup and view all the answers

Which of the following scenarios exemplifies the application of IoT in smart manufacturing?

<p>A network of sensors monitoring equipment performance in a factory and automatically adjusting settings to optimize efficiency. (B)</p> Signup and view all the answers

How might IoT-enabled weather sensors be used in scientific applications?

<p>Transmitting real-time climate data to a central server for analysis and modeling. (C)</p> Signup and view all the answers

Compared to robotics, what distinct feature is most characteristic of general IoT applications?

<p>Robotics involves sensors and actuators working together to perform a task, while IoT focuses more broadly on connecting devices for data exchange and remote management. (A)</p> Signup and view all the answers

Which of these examples demonstrates a use case most closely related to Artificial Intelligence (AI)?

<p>A thermostat that learns your temperature preferences over time and adjusts automatically. (B)</p> Signup and view all the answers

How does the convergence of IT and OT systems impact cybersecurity in industrial settings?

<p>It introduces new cybersecurity challenges because traditional OT systems were not designed for connectivity. (C)</p> Signup and view all the answers

Which of the following is a key characteristic of IoT communications, contributing to their effectiveness?

<p>Reliability, Security, Punctuality (A)</p> Signup and view all the answers

How do cloud services enhance the functionality of IoT (Internet of Things) solutions?

<p>By offering scalable computing resources and data storage. (A)</p> Signup and view all the answers

What is a primary advantage of using wired connections compared to wireless connections in industrial IoT setups?

<p>Higher data transmission speeds, enhanced punctuality and improved security. (A)</p> Signup and view all the answers

A manufacturing plant needs to deploy several new IoT devices. They require a solution that provides high data transmission speeds with a focus on security. Which type of connection should they prioritize?

<p>Ethernet (B)</p> Signup and view all the answers

What is the main difference between an omnidirectional antenna and a directional antenna in wireless communication?

<p>A directional antenna transmits signals in a specific direction, while an omnidirectional antenna transmits signals in all directions. (B)</p> Signup and view all the answers

In wireless communication, what is the relationship between frequency, range, and speed?

<p>Lower frequency results in higher range but lower speed. (A)</p> Signup and view all the answers

What phenomenon describes a radio signal reaching a receiving antenna via multiple paths due to reflections from objects in the environment?

<p>Multipath Propagation (D)</p> Signup and view all the answers

Which of the following is NOT a primary effect of multipath propagation on a wireless signal?

<p>Increased signal strength due to consistent constructive interference. (A)</p> Signup and view all the answers

Which technique is used to compensate for distortion caused by multipath propagation?

<p>Equalization (D)</p> Signup and view all the answers

What is the primary difference between licensed and unlicensed radio spectrum?

<p>Licensed spectrum is exclusive and regulated by the government, while unlicensed spectrum is open for public use. (A)</p> Signup and view all the answers

In the context of multiplexing, what is the function of a demultiplexer (demux)?

<p>To separate multiple data streams from a single link. (C)</p> Signup and view all the answers

Which type of multiplexing involves dividing the communication channel into different frequency bands?

<p>Frequency Division Multiplexing (FDM) (B)</p> Signup and view all the answers

Considering Quality of Service (QoS), which of the following applications would be most sensitive to latency?

<p>Live video conferencing (D)</p> Signup and view all the answers

Which of the listed network management tasks involves proactively identifying and resolving issues affecting network performance?

<p>Fault Detection (B)</p> Signup and view all the answers

Why are connectivity standards necessary for devices to communicate effectively?

<p>To ensure devices from different manufacturers can interoperate. (D)</p> Signup and view all the answers

Flashcards

What is IoT?

Internet of Things is tech that enables new use cases and delivers services across markets, by connecting the unconnected.

IoT Benefits

Enables remote control, automation and smarter decision-making.

IoT Examples

Personal devices, smart manufacturing, smart cities, and scientific applications (e.g., weather sensors).

IoT vs. Embedded Systems

IoT is connected to the internet; embedded systems are not always connected.

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IoT and Cloud

IoT often sends data to a cloud server for processing and analysis.

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IoT Security Needs

IoT requires stronger security measures due to its internet connectivity.

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What is AI?

The science/art of giving machines abilities to accomplish tasks.

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What is Robotics?

Sensors and actuators working together to perform a task

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AI Distillation

Training an AI model using the output of another AI model.

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Information Technology (IT)

Focuses on managing, processing, storing, and securing data.

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Operational Technology (OT)

Focuses on managing and controlling physical devices and industrial equipment.

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IT Environment

Business and office environments (servers, data centers, cloud infrastructure).

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OT Environment

Industrial environments where machinery, production lines, and physical equipment are critical.

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IT Core Technologies

Software applications, databases, servers, laptops, and network hardware.

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OT Core Technologies

Uses SCADA, PLCs, and ICS to manage and control physical processes and equipment.

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IT Security Focus

Prioritizes data protection, privacy, and network security with a focus on mitigating cyber threats.

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DeepSeek AI

Chinese AI company founded in 2023 by Liang Wenfeng, processes data quickly and uses less power.

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Mixture of Experts (MoE)

DeepSeek AI's method of breaking nodes into specialized roles for efficiency.

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Test-Time Scaling

DeepSeek AI's method of revealing its reasoning process during operation.

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NVIDIA A100

An older NVIDIA GPU acquired in large quantities by DeepSeek's fund in 2022.

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H800

NVIDIA GPU not subject to export restrictions, used for training by DeepSeek.

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NVIDIA H100

Successor to the A100, offering significant performance improvements for AI training and inference.

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NVIDIA H200

The latest NVIDIA GPU, set for release in the second quarter of 2024.

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NVIDIA PTX

NVIDIA's intermediate instruction set architecture for GPUs, enabling fine-grained optimizations.

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Fading

Signal interference (constructive or destructive) due to multiple paths, causing signal strength fluctuations.

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Dispersion

Signal spreading in time due to different path lengths, complicating decoding.

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Inter-symbol Interference (ISI)

Overlapping of spread-out signals with neighboring symbols in digital communication.

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Diversity Techniques

Using multiple antennas to receive signals from different paths to improve signal quality.

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Equalization

Processing received signals to counteract distortion from multipath propagation.

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Multiplexing

Combining multiple data streams into one signal for transmission over a single link.

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Frequency Division Multiplexing (FDM)

A type of multiplexing where different signals are assigned different frequency bands.

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Latency-Sensitive Traffic

Traffic that is sensitive to delays in transmission, such as live video or audio calls.

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IT/OT Convergence

The merging of Information Technology (IT) and Operational Technology (OT), especially with IoT adoption.

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Scalability (in IoT)

The ability to easily increase or decrease the size or capacity of a system based on need.

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M2M Communication

Direct data exchange between devices without human intervention.

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Cellular Networks (in IoT)

LTE and 5G are examples of how connectivity is enabled for IOT devices.

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Wired vs. Wireless (Pros/Cons)

Wired connections offer higher speed and security, but are more costly and take longer to deploy.

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Omnidirectional Antenna

An antenna that transmits and receives signals in all directions.

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Frequency vs. Range/Speed

Lower frequencies offer longer range but lower speed; higher frequencies offer higher speed but less range.

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Multipath Propagation

Radio signal reaching a receiving antenna via multiple paths due to reflection, refraction and diffraction. This results in multiple copies of the original signal arriving at the receiver at different times.

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Study Notes

CPSC514 - Internet of Things and Web Security

  • The course provides a comprehensive overview of the Internet of Things (IoT)
  • Explores fundamental concepts, technologies, applications, and emerging trends
  • Students will gain a solid understanding of IoT architecture, communication protocols, data management, and security considerations
  • The course will delve into real-world IoT applications across various industries and discuss the ethical and societal implications.

Agenda

  • Attendance
  • Introductions
  • Syllabus
  • Survey
  • Lecture

What is IoT?

  • Internet of Things (IoT) includes a set of technologies and capabilities that are enabling new use cases and delivering services across a wide variety of markets and applications.
  • IoT connects the unconnected
  • IoT makes devices smart and autonomous
  • IoT enables remote control and management

IoT Examples

  • Personal Devices such as smart watches
  • Smart manufacturing such as automated robots
  • Smart cities such as connected traffic lights
  • Scientific applications such as weather sensors

IoT vs Embedded Systems

  • IoT is connected to the internet, embedded systems are not necessarily connected
  • IoT sends data to a cloud server
  • IoT requires more security than embedded systems
  • IoT can consume more power because of connectivity requirements
  • Robotics: Sensors and actuators working together to perform a task such as drones, cars, and printers
  • Machine learning: Predicting future data based on previous data via Supervised and Unsupervised processes
  • Supervised learning: Requires user interaction to train spam filters
  • Unsupervised learning: Does not require user interaction
  • Artificial Intelligence (AI): The ability of a computer/machine to perform activities that normally require human intelligence

DeepSeek AI

  • DeepSeek was founded in 2023.
  • CEO is Liang Wenfeng, also the co-founder of one of China's top hedge funds.
  • In 2022, that fund acquired 10,000 nVidia A100 chips.
  • DS is trained on H800 chips, which are not subject to export restrictions like A100 chips.
  • DeepSeek processes data 11x faster than Open AI.
  • Requires much less computing power than competing AI systems.
  • nVidia stock lost $589 billion in value on January 27, 2025
  • DeepSeek is Open-source
  • Open AI is not open source
  • Open-source (Open AI is not...)
  • Test-Time Scaling (shows its train of thought)
  • Mixture of Experts (MoE) breaks nodes into specialized roles

DeepSeek AI Hardware

  • nVidia A100 (Hopper - 2020) is succeeded by the H100 (Ampre - 2023)
  • H200 is the latest GPU; H800 is modified H100 for China
  • The NVIDIA A100's successor is the NVIDIA H100
  • H100 offers performance improvements over the A100
  • Features a built-in Transformer Engine for handling large language models and dynamic programming instructions (DPX) for faster code execution
  • The H100 is up to nine times faster for Al training and 30 times faster for inference compared to the A100
  • NVIDIA has announced the H200, which is set for release in the second quarter of 2024
  • Nvidia's PTX (Parallel Thread Execution) - intermediate instruction set architecture designed by Nvidia for its GPUs
  • PTX sits between higher-level GPU programming languages (like CUDA C/C++ or other language frontends) and the low-level machine code (streaming assembly, or SASS)
  • PTX is a close-to-metal ISA that exposes the GPU as a data-parallel computing device
  • Once PTX is into SASS, it is optimized fo specific generation of Nvidia GPUs
  • DeepSeek infringed on the copyright of OpenAl
  • Distillation is a method of training an Al using the output of another Al
  • OpenAl also has been been accused of copyright infringement
  • DeepSeek is the AI firm claiming to have 50,000 Nvidia GPUs and has spent $1.6 billion on AI buildouts

IT and OT

  • IT (Information Technology): Centers on managing, processing, storing, and securing data. It is mainly concerned with applications, data, and networks to support business operations.
  • OT (Operational Technology): Focuses on the management and control of physical devices/industrial equipment. OT control machinery and processes in manufacturing, power generation, and utilities.
  • IT primarily operates within business or office environments such as servers, data centers, cloud infrastructure
  • OT functions in industrial environments where machinery, production lines, and physical equipment are critical
  • IT involves software applications, databases, servers, laptops, and network hardware (routers, switches), as well as ERP, CRM and databases
  • OT uses SCADA, PLCs, and ICS to manage physical processes and equipment.
  • IT prioritizes data protection, privacy, and network security to mitigate cyber threats like malware, phishing, and data breaches.
  • OT focuses on safety, reliability, and uptime of physical systems, protecting assets and maintaining operations
  • IT emphasizes data integrity, confidentiality, and availability
  • OT prioritizes system availability, personnel safety, and physical process efficiency over data integrity
  • As Industries and IoT converge, enabling remote monitoring, predictive maintenance, and enhanced data analytics in industrial settings, creating cybersecurity challenges as OT systems weren't designed for connectivity

IoT Attributes

  • Scalability: The capacity to increase the number of devices and data points without negatively impacting performance, requires IPv6 instead of IPv4
  • IPv4 /8 = 16,777,216 IP addresses
  • Communications via reliability, security, punctuality
  • Analytics
  • M2M (machine-to-machine) communication
  • AI
  • Cloud
  • Big data analytics

Connectivity

  • Cellular networks (LTE, 5G, etc.)
  • Wi-Fi
  • Bluetooth
  • Ethernet

Wired vs Wireless

Wired

  • High speed
  • More security
  • High cost
  • Longer time to deploy

Wireless

  • Lower speed
  • Potential security problems
  • Lower cost
  • Quicker to deploy
  • Can reach some places wired can't

Examples

  • TP Link camera
    • Has Ethernet port and wireless capabilities
    • Uses DHCP (Dynamic Host Configuration Protocol) out of the box
    • Can be plugged in and found in the router's DHCP table
    • Connects to the web interface to configure Wi-Fi
  • Wyze Cam
    • Does not have Ethernet
    • Uses an app and QR code to configure Wi-Fi network

Antenna Types

  • Omnidirectional antenna
  • Directional antenna

Range and Capacity

  • Lower frequency yields higher range and lower speed
  • Higher frequency yields higher speed and lower range
  • Line of sight is a factor in range and capacity

Topologies

  • Point to Point
  • Star
  • Ring
  • Mesh

Wireless Connectivity

  • Multipath propagation occurs when a radio signal reaches a receiving antenna via multiple paths.
  • The radio signal bounces off objects like buildings, mountains, or even the atmosphere, creating multiple copies of the original signal that arrive at the receiver at different times
  • Fading: The multiple signals can interfere with each other, either constructively (boosting the signal) or destructively (weakening it); fluctuations in signal strength known as fading
  • Dispersion: The different path lengths cause the signal to spread out in time, making it harder to decode.
  • Inter-symbol Interference (ISI): The spread out signal can overlap with neighboring symbols in digital communication, making it difficult to distinguish them
  • Mitigating techniques include:
    • Diversity techniques: Using multiple antennas to receive the signal from different paths
    • Equalization: Processing the received signal to compensate for the distortion caused by multipath
    • Spread spectrum techniques: Spreading the signal over a wider frequency band to reduce the impact of fading

Spectrum

  • Licensed: A license can be obtained from the government to use a particular radio spectrum, commonly used by wireless carriers, radio stations, and emergency responders
  • Unlicensed
    • Available for anyone to use, where more devices lead to a lower bandwidth
  • Frequencies vcan vary by country
    • GSM uses 850/1900 in the US
    • GSM uses 900/1800 in India

Multiplexing

  • Is combining multiple data streams on a single link via wired or wireless connections
  • Demultiplexer (demux) on the other side from the multiplexer

Types of Multiplexing

  • Frequency division multiplexing (FDM)
  • Time division multiplexing (TDM)
  • Statistical multiplexing
  • Space division multiplexing (SDM)

Quality of Service

  • There are two main types of traffic: those sensitive to latency, and those sensitive to speed
  • Examples of quality of service classifications are:
    • Live video
    • Recorded video
    • Video/audio calls
    • Gaming

Network Management

  • Centralized management of configuration
  • Fault detection
  • Performance tuning
  • Continuous monitoring
  • Security validation

Connectivity Standards

  • Getting devices to talk to each other requires standards and acronyms such as
    • Wi-Fi (802.11)
    • ZigBee (IEEE 802.15.4)
    • Cellular (2G – 5G)

Zigbee Connectivity

Challenges with IoT

  • Standards not developed for limited range, coverage in places lacking Wi-Fi or cellular connectivity
  • Power requirements increase with transmission distance.
  • It can be very cost sensitive
  • There can be temperature ranges and humidity requirements
  • Device size can also be a factor
  • Data requirements include how much data, how often is it sent, is it clouod or on-prem Serviceability trade-offs may be made to save costs
  • Onboard processing capabilities
  • General Security

Cloud Services

  • Chapman prefers the Microsoft shop
  • Use Microsoft Azure services if possible, otherwise,
  • Others: Amazon AWS, Google Cloud services

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