Sep 23–26, 2019

Practicing data science: A collection of case studies

Rosaria Silipo (KNIME)
9:05am9:30am Tuesday, September 24, 2019
Location: 1A 06
Secondary topics:  Financial Services
Average rating: *****
(5.00, 1 rating)

Level

Beginner

There are many delineations of data science projects: with or without labeled data; stopping at data wrangling or involving machine learning algorithms; predicting classes or predicting numbers; with unevenly distributed classes, with binary classes, or even with no examples of one of the classes; with structured data and with unstructured data; using past samples or just remaining in the present; with real-time or close-to-real-time execution requirements and with acceptably slower performances; showing the results in shiny reports or hiding the nitty-gritty behind a REST service; and—last but not least—with large budgets or no budget at all.

Rosaria Silipo discusses some of her past data science projects, showing what was possible and sharing the tricks used to solve their specific challenges. You’ll learn about demand prediction in energy, anomaly detection in the IoT, risk assessment in finance, the most common applications in customer intelligence, social media analysis, topic detection, sentiment analysis, fraud detection, bots, recommendation engines, and more.

Photo of Rosaria Silipo

Rosaria Silipo

KNIME

Rosaria Silipo is a principal data scientist at KNIME. She loved data before it was big and learning before it was deep. She’s spent 25+ years in applied AI, predictive analytics, and machine learning at Siemens, Viseca, Nuance Communications, and private consulting. Rosaria shares her practical experience in a broad range of industries and deployments, including IoT, customer intelligence, financial services, and cybersecurity, and through her 50+ technical publications, including her recent ebook, Practicing Data Science: A Collection of Case Studies. Follow her on Twitter, LinkedIn, and the KNIME blog.

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Comments

Picture of Rosaria Silipo
Rosaria Silipo | Data Scientist
09/30/2019 5:19am EDT

Slides of the talk are available on slideshare at:
https://www.slideshare.net/KNIMESlides/practicing-data-science-a-collection-of-case-studies

Nanthavel M |
09/30/2019 2:11am EDT

Wow it is really wonderful and awesome thus it is very much useful for me to understand many concepts and helped me a lot. it is really explainable very well and i got more information from your blog.Wow it is really wonderful and awesome thus it is very much useful for me to understand many concepts and helped me a lot. it is really explainable very well and i got more information from your blog.

Picture of Rosaria Silipo
Rosaria Silipo | Principal Data Scientist
09/27/2019 5:53am EDT

I believe Strata will share the presentation pdf file. But i can also post it here as soon as I am back.

Ana San Martin | GOBIERNO DEL dato
09/25/2019 6:35pm EDT

can you send the presentation please, I found it super interesting. Thank you

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