“Monica sets the bar for data scientists everywhere, and I am privileged to have had the opportunity to work with her for 2+ years. She solves fuzzy business problems through rigorous data analysis. She made key contributions to several of LinkedIn's core data products. She was instrumental in building the data science team. Finally, she's a great communicator -- an ideal person to represent data science to both technical and non-technical audiences. I've seen Monica do amazing things, and I'm sure there are many more to come.”
Monica Rogati
Sunnyvale, California, United States
14K followers
500+ connections
About
I'm a technical and strategic data science advisor. I often serve as a fractional data…
Activity
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Excited to share that Anomalo has been named one of the top Data Management Vendors to Watch in 2023 by Solutions Review. https://lnkd.in/gwYhsMKj…
Excited to share that Anomalo has been named one of the top Data Management Vendors to Watch in 2023 by Solutions Review. https://lnkd.in/gwYhsMKj…
Liked by Monica Rogati
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Hi! This is your annual reminder that Dmitriy Ryaboy and I wrote a book a year ago. Reviews are in and they're pretty solid, if I don't say so myself…
Hi! This is your annual reminder that Dmitriy Ryaboy and I wrote a book a year ago. Reviews are in and they're pretty solid, if I don't say so myself…
Liked by Monica Rogati
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Hi everyone, After 3 exciting years at Facebook (now Meta), my journey there has come to an end. I am now looking for new opportunities. If you're…
Hi everyone, After 3 exciting years at Facebook (now Meta), my journey there has come to an end. I am now looking for new opportunities. If you're…
Liked by Monica Rogati
Experience
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Independent
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Education
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Carnegie Mellon University
Applied machine learning; text mining.
Thesis:
Domain Adaptation of Translation Models for Multilingual Applications
Feature selection for text classification. Cross-lingual information retrieval using parallel corpora; including full system implementation. Event Tracking; Machine Translation. DARPA GALE Distillation: grant proposal, end-to-end system design and specification, user study design, evaluation dataset design. -
TA and lecturer for Data Structures and Algorithms (Java).
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First in my graduating class (summa cum laude). Research in neural networks and NLP; TA for functional programming (Scheme).
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Publications
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An Evaluation of Adaptive Filtering in the Context of Realistic Task-Based Information Exploration
Information Processing and Management (IP&M)
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BLANC: Learning Evaluation Metrics for Machine Translation
HLT-EMNLP 2005
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Resource Selection for Domain Specific CLIR
SIGIR 2004
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Training a sentence planner for spoken dialogue using boosting
Computer Speech and Language Special Issue on Spoken Language Generation (CSL 2002)
Patents
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Methods and systems for identifying similar people via a business networking service
Issued US 8,972,414
Techniques for identifying and presenting member profiles similar to a source member profile are described. With some embodiments, a general recommendation engine is used to extract features from member profiles, and then store the extracted features, including any computed, derived or retrieved profile features, in an enhanced member profile. In real-time, the general recommendation engine processes client requests to identify member profiles similar to a source member profile by comparing…
Techniques for identifying and presenting member profiles similar to a source member profile are described. With some embodiments, a general recommendation engine is used to extract features from member profiles, and then store the extracted features, including any computed, derived or retrieved profile features, in an enhanced member profile. In real-time, the general recommendation engine processes client requests to identify member profiles similar to a source member profile by comparing select profile features stored in the enhanced member profile with corresponding profile features of the source member profile, where the comparison results in several similarity sub-scores that are then combined in accordance with directives set forth in a configuration file. Finally, the member profiles with the highest similarity scores corresponding with the user-selected member profile are selected, and in some instances, presented to a user.
Other inventorsSee patent -
Automated sentence planning in a task classification system
Issued US 8,185,401
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Additional patents available from the USPTO
US n/a
Honors & Awards
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100 Most Creative People in Business
Fast Company
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2014 Big Data All-Stars
Fortune Magazine
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2013 Enterprise Superstars
VentureBeat
Recommendations received
8 people have recommended Monica
Join now to viewMore activity by Monica
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Here is a good recap of the exciting progress at Anomalo over the past year: https://lnkd.in/g6Dna5ix
Here is a good recap of the exciting progress at Anomalo over the past year: https://lnkd.in/g6Dna5ix
Liked by Monica Rogati
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Today is the first day in 12.5 years I’m no longer a LinkedIn employee. Here are answers to the 2 obvious questions: WHY DID I STAY AT LINKEDIN FOR…
Today is the first day in 12.5 years I’m no longer a LinkedIn employee. Here are answers to the 2 obvious questions: WHY DID I STAY AT LINKEDIN FOR…
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Amazing work by Dylan Field, Figma and team, my partner John Lilly. It's always so rewarding to share the journey. And of course the journey…
Amazing work by Dylan Field, Figma and team, my partner John Lilly. It's always so rewarding to share the journey. And of course the journey…
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Congratulations to our students who completed and showcased their NLP Capstone projects last week!! What an incredible achievement! Many thanks to…
Congratulations to our students who completed and showcased their NLP Capstone projects last week!! What an incredible achievement! Many thanks to…
Liked by Monica Rogati
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I'm starting something new, Useful Sensors Inc! I can't share many details yet, but I need somebody with go-to-market skills to help us reach those…
I'm starting something new, Useful Sensors Inc! I can't share many details yet, but I need somebody with go-to-market skills to help us reach those…
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