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Details

Model Training
Lesson 05 - WhizLabs AI/ML Cert
8
Computer Science
Not Applicable
08/01/2023

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Cards

Term
False Positive
Definition
A false positive is an error in binary classification in which a test result incorrectly indicates the presence of a condition (such as a disease when the disease is not present). They are also called a "Type II error"

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- https://en.wikipedia.org/wiki/False_positives_and_false_negatives
Term
False Negative
Definition
A false negative is the opposite error, where the test result incorrectly indicates the absence of a condition when it is actually present. They are also called a "Type I error"


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https://en.wikipedia.org/wiki/False_positives_and_false_negatives
Term
Confusion matrix
Definition
Used in supervised learning (*generally*) to visualize your model's performance.
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- https://en.wikipedia.org/wiki/Confusion_matrix
Term
F1 Score
Definition
F-score or F-measure is a measure of a test's accuracy. It is calculated from the precision and recall of the test, where the precision is the number of true positive results divided by the number of all positive results, including those not identified correctly, and the recall is the number of true positive results divided by the number of all samples that should have been identified as positive.
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- https://en.wikipedia.org/wiki/F-score
Term
What is Amazon Kinesis?
Definition
Amazon Kinesis is a significant feature in AWS for easy collection, processing, and analysis of video and data streams in real-time environments
Term
What are AWS Kinesis Data Streams
Definition
- real-time data streaming service
- high scalability and durability
- capturing multiple gigabytes of data every second from multiple sources

- can be configuring storage for one to seven days
Term
What is AWS Kinesis Data Firehose
Definition
Load data streams into AWS data stores. - Simplest approach for capturing, transforming, and loading data streams into AWS data stores.

- No option for data storage.
Term
Data stream vs Data Firehose
- What are the objectives?
Definition
DS = streaming and data ingestion at scale

DF = Data transfer service for loading streaming data into Amazon S3, Splunk, ElasticSearch, and RedShift
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