Sai Kiran Kumar (Sai)Managing Director - Infolob

sai@infolob.com; LinkedIn - https://www.linkedin.com/in/saikirankumar/1

Building Predictive Analytics Solutions

Future and past TechCasts:

Formerly called the BIWA Summit with the Spatial and Graph SummitSame great technical content…new name!

www.AnalyticsandDataSummit.org

Submit a topic to share at https://analyticsanddatasummit.org/techcasts/

Infolob – An Oracle Platinum Partner

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Cloud and

Data Sciences

Infolob Solutions - Oracle Security Analytics

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OCI and Oracle Analytics Architecture – Security Analytics

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Infolob Solutions - EHR Analytics – For Hospitals and Health Systems

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OCI and Oracle Analytics Architecture – EHR Analytics

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Infolob Solutions – Data Science Innovation Lab

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This is an On-Prem Analytics solution - 19c DB – Oracle ML and Oracle Analytics Desktop

Analyzed an Infolob customer’s data (Blood Bank data) stored in an Oracle

Database/Exadata. We were able to predict the following:

1. Predicting target list of blood donors – the best candidates for upcoming blood drives

2. Predicting the best/most promising locations for future blood drives and ideal location for next blood drive

3. Prediction of amount of blood collected by location for future blood drives

4. Prediction of amount of blood discarded or failure when given a location for future blood drives.

5. Forecast the blood discard trend for next 5 years

6. Predicting whether a donor will be a return donor

7. What is the best time of the year for a blood drive

(by location, age group etc.,)

8. Trends of blood collection, blood discard, collection failure

(by age group, ethnicity and gender)

On-Prem 19c DB with Oracle ML Architecture

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ML Models used for our solutions

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EHR Analytics

→ XG Boost and Logistic Regression

Security Analytics

→ Deep Neural Network ( with dbms_data_mining package, deep_learning classification model)

Blood Bank Analytics

→ARIMA (Autoregressive integrated moving average) a time series model,

→Weighted K-Means machine learning with Geo map,

→Logistic Regression,

→Holt-Winter Time Series Algorithm (with dbms_data_miningpackage, exsm_model),

→Deep Neural Network (with dbms_data_mining package, deep_learning regression model)

Helpful Links

ORACLE AUTONOMOUS CLOUD

https://cloud.oracle.com/tryit

ORACLE AUTONOMOUS HANDS ON LAB FOR DEVELOPERS

https://go.oracle.com/e/f2?LP=82486

ORACLE MACHINE LEARNING ON OTN

https://www.oracle.com/technetwork/database/options/oml/overview/index.html

OML TUTORIALS

Basic getting started: https://docs.oracle.com/en/cloud/paas/autonomous-data-warehouse-cloud/omlug/get-started-oracle-machine-learning.html#GUID-2AEC56A4-E751-48A3-AAA0-0659EDD639BA

Credit_Scoring_100K Targeting Top Customers: https://oracle.github.io/learning-library/workshops/adwc4dev/?version=Self-Guided&page=SG-intro.md&elqTrackId=e57daae9db8d44bfac4a9e6614175e5a&elqaid=82487&elqat=2&source=%3Aow%3Alp%3Acpo%3A%3A

ORACLE ANALYTICS CLOUDExamples: https://www.oracle.com/solutions/business-analytics/data-visualization/examples.html

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Partner with Infolob for your Data Sciences needs

Thank you!

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Contact Info:

Sai Kiran Kumar

Managing Director

949-939-5324

sai@infolob.com