CDL - AI & ML Flashcards
What is Vertex AI?
GCPs unified ML platform for building ML solutions end-to-end
It unifies Google AI Platform with AutoML(?)
Does Vertex AI use specialized compute?
Yes, GPUs
What is GCPs TensorFlow? What are its use cases?
Its a low-level, deep ML framework.
BARD: TensorFlow is an open-source software library for numerical computation and deep learning. It’s widely used for machine learning tasks like image recognition, natural language processing, and speech recognition. TensorFlow’s architecture allows it to be deployed on a variety of platforms, from mobile devices to high-performance computing clusters.
What is a tensor?
A Tensor is a new data structure designed for ML
Tensors are the fundamental data structures used for ML
What is GCPs TensorFlow Enterprise?
It is GCPs enterprise ready platform used to accelerate and scale ML workflows with enterprise ready services and support.
What is AutoML?
GCP service used to train high-quality, custom ML models.
Simply upload the data and chose what you want to predict – GCP does the rest.
What are AutoML Tabes.
They are structured data sets/tables used to build and deploy ML models
Are compute optimized necessary for ML and DL tasks?
Yes
What would a ML optimized compute storage offer?
- Prepackaged ML frameworks and data-science libraries.
- Either CPU or GPU (GPUs more powerful, but v expensive and suited for DL)
What are Cloud GPUs? What are common use cases?
Added GPUs to your workloads for ML, scientific computing, and 3D visualization
These are fractional GPUs – a cost effective option to use GPUs.
What are Notebooks? What are their benefits?
A web-based application for authoring documents for ML/DL environments.
They make it easy to code all the steps to an ML solution while intermixing documentation – creates a fast and iterative dev experience.
What company is the industry standard for Notebooks?
JupyterLab IDE
Define AI. Is it a fully managed ML SaaS offering?
Its when a machinE mimics human behavior or can perform Human tasks by combining ML and DL.
Yes
What are GCPs AI services ?
- Vision AI (exam) - derive insights from images or texts.
- Video AI) (exam) - Enables content discovery and engaging video experiences.
What is conversational AI? What are some tech examples?
Tech that can participate in convos with humans.
Chatbots
Voice assistance
Interactive voice recognition
