OCI Services

Question 1

OCI Data Science

Answer 1

a cloud service focused on serving data scientists through the full ML cycle

Question 2

OCI Data Science Accelerated

Answer 2

methodology of allowing data scientist to work as efficiently as possible

Question 3

OCI Data Science Collaborative

Answer 3

a system in which sharing and reproducing models is effective

Question 4

OCI Data Science Enterprise-Grade

Answer 4

OCI provides a full-managed system for data scientists

Question 5

OCI Data Science Projects

Answer 5

are containers that hold/represent workspace w/ assets such as notebook sessions and models

Question 6

Tenancy

Answer 6

is the overhead controller for all in OCI

Question 7

Notebook Sessions

Answer 7

a Juypter lab environment w/ preinstalled libraries & configurable cloud hardware

Question 8

Conda Environment

Answer 8

Open-source environment and package management for python that helps with (install/run/update) packages and/or dependencies

Question 9

Accelerated Data Science (ADS)

Answer 9

a python library that automates/simplifies the data science workflow

Question 10

Model Deployments

Answer 10

allows you to deploy models in the model catalog and expose w/ HTTP endpoints

Question 11

Jobs

Answer 11

are predefined repeatable ML tasks within the infrastructure

Question 12

Remote Direct Access Memory (RDMA)

Answer 12

a technology that allows data to be directly transferred between memory of two computers bypassing the CPU and OS

Question 13

OCI Super clusters

Answer 13

a huge system of GPU’s modified to utilize the RDMA technology

Question 14

Clos Network

Answer 14

a multistage circuit-switching network that uses a lot of smaller branches connected to GPU s to allow for communication between them all

Question 15

Network Locality Hints

Answer 15

basically the network endpoints of a GPU are exposed in a way that you can choose the pathways your block connections are for latency

Question 16

Oracle Select AI

Answer 16

allows you to query databases w/ natural language instead of SQL

Question 17

Oracle Vector Search

Answer 17

conducts similarity semantic searches by storing/querying high dimensional vector representations

Question 18

OCI AI Services Categories

Answer 18

Digital Assistant, Language, Vision, Speech, Document Understanding

Question 19

Data Type Store on Oracle Database 23ai

Answer 19

Vector

Question 20

OCI Language

Answer 20

pretrained models to perform language analysis; Detect language, Identifiers entities and sentiment, key phrases, and can classify general topic of the language

Question 21

OCI Speech

Answer 21

transcribes audio/video, processes data directly into object storage, and can generate timestamped accurate transcriptions

Question 22

OCI Vision

Answer 22

can detect objects inside of an image; Can label a scene

Question 23

OCI Vision Document AI

Answer 23

can extract text from images, can parse documents into 10 different types, can detect the language, extract tables, and find key value text

Question 24

OCI Speech Accurate Transcriptions

Answer 24

produces an accurate and easy to use JSON and SubRip Subtitle (SRT)

Question 25

OCI Speech Time Stamped JSON

Answer 25

provides a timestamp for each token (word)

Question 26

OCI Speech Text Normalization

Answer 26

provides text normalization for n

Question 27

OCI Vision Serverless

Answer 27

Oracle takes care of all the infrastructure management, scaling, and resource allocation

Question 28

OCI Vision Multi-Tenant

Answer 28

a single instance of the software can server multiple customers/tenants; Isolation is apart of it

Question 29

How does Oracle Database 23ai allow the use of pretrained AI models for vector search?

Answer 29

By loading ONNX models directly into the database

Question 30

You need a suitable GPU for massive-scale (HPC) AI training and inference workloads. 

Answer 30

GB200

Question 31

You need a suitable GPU for small or medium scale AI training and inference workloads. 

Answer 31

A100