For HPC applications that require vast amounts of data processing in real-time, which memory characteristic is crucial?
- Bandwidth
- Capacity
- Latency
- Volatility
In High-Performance Computing (HPC), applications often require massive data processing in real-time. In this context, 'memory bandwidth' is crucial because it determines how quickly data can be read from and written to memory. A high memory bandwidth is essential for feeding the processors with data at a rate that matches their processing capabilities, ensuring efficient execution of HPC tasks.
In data visualization, what technique would you use to visualize high-dimensional data in two or three dimensions?
- Bar Charts
- Histograms
- Pie Charts
- Principal Component Analysis (PC
'Principal Component Analysis (PCA)' is a commonly used technique in data visualization to reduce the dimensionality of high-dimensional data while preserving as much variance as possible, making it suitable for 2D or 3D visualization.
Which software engineering principle emphasizes that a system should have only one reason to change?
- DRY (Don't Repeat Yourself)
- OOP (Object-Oriented Programming)
- SRP (Single Responsibility Principle)
- YAGNI (You Ain't Gonna Need It)
The 'SRP' (Single Responsibility Principle) is a principle in software engineering that states that a module, class, or function should have only one reason to change. This helps in maintaining a system by reducing the impact of modifications.
What is the primary benefit of using Virtual Private Cloud (VPC) in a public cloud environment?
- Cost savings
- Enhanced security
- Improved internet speed
- On-premises control
The primary benefit of using a 'Virtual Private Cloud (VPC)' in a public cloud environment is 'enhanced security.' VPCs provide isolated network segments within the public cloud, allowing users to define their own network architecture and apply security measures specific to their needs.
An organization is deploying a secure system where users must prove their identity without revealing any other unnecessary information. Which cryptographic concept allows for this selective disclosure of information?
- Biometric Authentication
- Public Key Infrastructure (PKI)
- Two-Factor Authentication
- Zero-Knowledge Proofs
The cryptographic concept that allows for selective disclosure of information without revealing unnecessary details is 'Zero-Knowledge Proofs.' In this technique, a prover can demonstrate knowledge of a secret without revealing the secret itself, ensuring privacy and security.
Which programming construct allows the execution of a block of code multiple times based on a condition?
- Array
- Function
- Loop
- Pointer
In programming, a 'loop' is a control structure that allows you to execute a block of code repeatedly as long as a certain condition is met. This is commonly used for repetitive tasks in coding.
Which cryptographic attack involves trying every possible key until the correct one is found?
- Brute Force Attack
- DDoS Attack
- Man-in-the-Middle
- SQL Injection
A 'Brute Force Attack' is an approach where an attacker tries every possible key or combination until the correct one is found. It's used to crack passwords, encryption, or authentication mechanisms.
In most programming languages, which arithmetic operation is performed first if no parentheses are used?
- Addition
- Division
- Multiplication
- Subtraction
In the absence of parentheses, most programming languages follow the order of operations, and 'multiplication' is performed before addition, subtraction, and division.
An organization is aiming to develop a chatbot that can generate human-like responses based on the context of the conversation. Which deep learning architecture would be appropriate?
- Long Short-Term Memory (LSTM)
- Residual Neural Network (ResNet)
- Restricted Boltzmann Machine (RBM)
- Self-Organizing Map (SOM)
To develop a chatbot that generates human-like responses based on context, a 'Long Short-Term Memory (LSTM)' network is suitable. LSTMs are capable of modeling sequences and are widely used for natural language processing tasks, including chatbot development, due to their ability to capture context in conversations.
In mobile app development, the _______ is a tool used for designing and testing the user interface of an app.
- API (Application Programming Interface)
- IDE (Integrated Development Environment)
- ORM (Object-Relational Mapping)
- SDK (Software Development Kit)
In mobile app development, an 'IDE' (Integrated Development Environment) is a comprehensive tool that helps developers design, code, and test the user interface and functionality of their apps.