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Validation Strategies for Machine Learning Algorithms in Production Environments
Data Scientist – Gong
Validation Strategies for Machine Learning Algorithms in Production Environments
Data Scientist – Gong
Ortal is a data scientist with a focus on natural language processing (NLP). She earned her MSc from the Technion and has practical experience working with machine learning algorithms in the real world at Gong.
Ortal is a data scientist with a focus on natural language processing (NLP). She earned her MSc from the Technion and has practical experience working with machine learning algorithms in the real world at Gong.
Validation of machine learning algorithms is crucial to ensure that they perform correctly in production environments. In this roundtable, we will discuss the importance of validating algorithms and strategies to ensure that they function well on new, unseen data. The discussion will be based on the speaker’s experience as a data scientist at Gong and will include an opportunity for attendees to share their own experiences and strategies for validating machine learning algorithms in real-world situations.
Validation of machine learning algorithms is crucial to ensure that they perform correctly in production environments. In this roundtable, we will discuss the importance of validating algorithms and strategies to ensure that they function well on new, unseen data. The discussion will be based on the speaker’s experience as a data scientist at Gong and will include an opportunity for attendees to share their own experiences and strategies for validating machine learning algorithms in real-world situations.
| 8:45 | Reception |
|---|---|
| 9:30 | Opening words by WiDS TLV ambassador Nitzan Gado and by Lily Ben Ami, CEO of the Michal Sela Forum |
| 9:50 | Prof. Bracha Shapira – Data Challenges in Recommender Systems Research: Insights from Bundle Recommendation |
| 10:20 | Juan Liu – Accounting Automation: Making Accounting Easier So That People Can Forget About It |
| 10:50 | Break |
| 11:00 | Lightning talks |
| 12:20 | Lunch & poster session |
|---|---|
| 13:20 | Roundtable session & poster session |
| 14:05 | Roundtable closure |
| 14:20 | Break |
| 14:30 | Merav Mofaz – “Every Breath You Take and Every Move You Make…I'll Be Watching You:” The Sensitive Side of Smartwatches |
| 14:50 | Reut Yaniv – Ad Serving in the Online Geo Space Along Routes |
| 15:10 | Rachel Wities - It’s Not Just the Doctor’s Handwriting: Challenges and Opportunities in Healthcare NLP |
| 15:30 | Closing remarks |
| 15:40 | End |
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