Which technique helps prevent overfitting by ignoring certain neurons during training?
- Batch Normalization
- Dropout
- Gradient Clipping
- ReLU Activation Function
The technique that helps prevent overfitting by ignoring certain neurons during training is 'Dropout.' It randomly deactivates neurons, forcing the network to learn more robust representations.
A project's _______ defines the work that needs to be accomplished to deliver a product, service, or result with the specified features and functions.
- Milestone
- Risk Register
- Scope Statement
- Stakeholder Analysis
The 'scope statement' in a project defines the work that must be completed to deliver the project's intended product, service, or result with specified features and functions. It sets the boundaries for the project and helps manage expectations. Milestones are significant project events, the Risk Register records project risks, and Stakeholder Analysis involves identifying and assessing stakeholders.
With the rise of digital channels, a retail company wants to enhance its customer experience. What strategic initiative should they prioritize to achieve a seamless omnichannel experience?
- Increasing Traditional Store Footprint
- Manual Inventory Management and Reporting
- Restricted Payment Options and Checkout
- Unified Customer Data and Personalization
Prioritizing 'Unified Customer Data and Personalization' is crucial for achieving a seamless omnichannel experience. It involves leveraging data to provide a personalized experience across all channels, which can enhance customer satisfaction and drive business growth.
What term is used to describe a collection of data elements that have a specific order and can be indexed?
- Array
- Function
- String
- Variable
An 'array' is a data structure in programming that allows you to store a collection of data elements in a specific order, and each element can be accessed using an index.
An organization's IT department is often seen as a cost center and not a strategic partner. Which approach can help shift this perception and position IT as a driver of business value?
- Business Alignment and Innovation
- Cost Cutting and Outsourcing
- Legacy Systems and Maintenance
- Siloed Operations and Autonomy
To change the perception of IT, 'Business Alignment and Innovation' is essential. This approach involves aligning IT strategies with the business objectives and focusing on innovation to show how IT can directly contribute to business success, making it a strategic partner.
What term is used to describe a collection of data elements that have a specific order and can be indexed?
- Array
- Function
- String
- Variable
An 'array' is a data structure in programming that allows you to store a collection of data elements in a specific order. Each element in an array can be accessed using an index, which is a numerical reference. Arrays are commonly used for organizing and manipulating data efficiently.
An organization wants to run multiple isolated Linux-based systems on a single host for testing purposes. Which lightweight virtualization technology, operating at the container level, would be suitable?
- Docker
- KVM
- VMware
- Xen
Docker is a containerization platform that allows you to run multiple isolated instances on a single host efficiently. It's known for its lightweight nature and is widely used for testing and deployment.
The _______ in an operating system acts as a bridge between application software and hardware.
- Compiler
- Firewall
- Kernel
- Router
The 'Kernel' in an operating system serves as the core component that manages the communication between application software and hardware, facilitating the execution of tasks and resource management. It is an essential bridge between software and hardware.
In virtualization, the primary operating system running on the host machine is often called the _______.
- Emulator
- Guest OS
- Hypervisor
- Kernel
The primary operating system running on the host machine in virtualization is often referred to as the 'Hypervisor.' A hypervisor manages and facilitates the execution of multiple guest operating systems.
A company wants to ensure that their cloud-hosted application remains available even if one entire data center fails. What should they consider implementing?
- Disaster Recovery Plan
- Failover
- Load Balancing
- Redundancy
To ensure high availability, implementing 'redundancy' is essential. This means duplicating critical components across multiple data centers, ensuring the application remains available even if one center fails.