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Intelligence & MLOps

Posted Mar 07, 2023 | Views 309
# Intelligence
# Artificial Intelligence
# Foundational Models and MLOps
# Lockheedmartin.com
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SPEAKERS
Karl Fezer
Karl Fezer
Karl Fezer
AI Developer Advocate @ Lockheed Martin

Karl graduated in 2014 from the University of Georgia with a Masters in Science in Artificial Intelligence. Since then, he has continued to stay on top of the latest iterations of Machine Learning and loves trying new open-source frameworks.

For the last 6 years, he has been purely focused on AI Developer Relations. First at Mycroft, the voice assistant startup, then Intel, Arm, briefly at Wallaroo.ai, and now at Lockheed Martin.

He currently lives in Seattle and spends his free time writing, reading, sailing, and camping.

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Karl graduated in 2014 from the University of Georgia with a Masters in Science in Artificial Intelligence. Since then, he has continued to stay on top of the latest iterations of Machine Learning and loves trying new open-source frameworks.

For the last 6 years, he has been purely focused on AI Developer Relations. First at Mycroft, the voice assistant startup, then Intel, Arm, briefly at Wallaroo.ai, and now at Lockheed Martin.

He currently lives in Seattle and spends his free time writing, reading, sailing, and camping.

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Demetrios Brinkmann
Demetrios Brinkmann
Demetrios Brinkmann
Chief Happiness Engineer @ MLOps Community

At the moment Demetrios is immersing himself in Machine Learning by interviewing experts from around the world in the weekly MLOps.community meetups. Demetrios is constantly learning and engaging in new activities to get uncomfortable and learn from his mistakes. He tries to bring creativity into every aspect of his life, whether that be analyzing the best paths forward, overcoming obstacles, or building lego houses with his daughter.

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At the moment Demetrios is immersing himself in Machine Learning by interviewing experts from around the world in the weekly MLOps.community meetups. Demetrios is constantly learning and engaging in new activities to get uncomfortable and learn from his mistakes. He tries to bring creativity into every aspect of his life, whether that be analyzing the best paths forward, overcoming obstacles, or building lego houses with his daughter.

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Abi Aryan
Abi Aryan
Abi Aryan
Machine Learning Engineer @ Independent Consultant

Abi is a machine learning engineer and an independent consultant with over 7 years of experience in the industry using ML research and adapting it to solve real-world engineering challenges for businesses for a wide range of companies ranging from e-commerce, insurance, education and media & entertainment where she is responsible for machine learning infrastructure design and model development, integration and deployment at scale for data analysis, computer vision, audio-speech synthesis as well as natural language processing. She is also currently writing and working in autonomous agents and evaluation frameworks for large language models as a researcher at Bolkay.

Prior to consulting, Abi was a visiting research scholar at UCLA working at the Cognitive Sciences Lab with Dr. Judea Pearl on developing intelligent agents and has authored research papers in AutoML and Reinforcement Learning (later accepted for poster presentation at AAAI 2020) and invited reviewer, area-chair and co-chair on multiple conferences including AABI 2023, PyData NYC ‘22, ACL ‘21, NeurIPS ‘18, PyData LA ‘18.

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Abi is a machine learning engineer and an independent consultant with over 7 years of experience in the industry using ML research and adapting it to solve real-world engineering challenges for businesses for a wide range of companies ranging from e-commerce, insurance, education and media & entertainment where she is responsible for machine learning infrastructure design and model development, integration and deployment at scale for data analysis, computer vision, audio-speech synthesis as well as natural language processing. She is also currently writing and working in autonomous agents and evaluation frameworks for large language models as a researcher at Bolkay.

Prior to consulting, Abi was a visiting research scholar at UCLA working at the Cognitive Sciences Lab with Dr. Judea Pearl on developing intelligent agents and has authored research papers in AutoML and Reinforcement Learning (later accepted for poster presentation at AAAI 2020) and invited reviewer, area-chair and co-chair on multiple conferences including AABI 2023, PyData NYC ‘22, ACL ‘21, NeurIPS ‘18, PyData LA ‘18.

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SUMMARY

This conversation explores various topics including biases, defining intelligence, and the future of large language models and MLOps. Karl discusses his paper on defining intelligence and how it relates to the increasing interest in Artificial Intelligence. Karl shares his thoughts on the overlap between foundational models and MLOps, emphasizing the importance of making high-impact tasks more efficient and easier. The conversation touched on philosophical tangents but ultimately circled back to practical applications of these concepts.

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