Dr. Jennifer Kloke is the Chief Product Officer at Ayasdi. For the last three years, she has been responsible for the automation and algorithm development for the entire Ayasdi codebase and led many efforts to development cutting edge analysis techniques utilizing TDA and AI. During that time, she was the principal investigator for a Phase 2 DARPA SBIR developing automation and data fusion capabilities. These have led to breakthroughs in the field and several patents. Read her full bio.
PMWC 2018 Michigan taking place June 6-7, 2018.
Q&A with Jennifer Kloke
Q: What need is Ayasdi addressing?
A: Ayasdi is pioneering the application of AI to value-based care by targeting two of the most complex problems in healthcare: population risk stratification and clinical variation management. The ability to create fine grained populations with multi-factorial co-morbidities and then to design precise care process models for those groups will fundamentally change the practice of medicine and demands AI to manage the complexity of the task.
Q: What are the products and services Ayasdi offers to address this need? What makes Ayasdi unique?
A: Ayasdi has a general purpose AI platform that is powered by Topological Data Analysis – a unique framework for machine learning that combines and synthesizes different statistical, geometric and machine learning algorithms. That platform supports the rapid creation of applications and Ayasdi has two such applications in the value-based care space. The first is the Population Risk Stratification application which identifies fine grained patient populations using unsupervised learning. The second is the Clinical Variation Management application which designs precise care process models for both acute or long term care conditions.
Q: What is your role at Ayasdi and what excites you about your work?
A: My current role is VP of Product Innovation. As Ayasdi’s first employee, I have worn a lot of hats from data science to engineering (even a little sales). What we do here at Ayasdi is immensely interesting. It builds upon my PhD in mathematics and engages my passion for computer science. More importantly, however, the work is meaningful. From powering the team at Mt. Sinai’s groundbreaking work in diabetes or UBIOPRED’s pioneering work in Asthma, we are making a material difference in the science of medicine and that is immensely rewarding. Many companies talk about changing the world – we actually have some proof points – with more in the works.
Q: When thinking about Ayasdi and the domain Ayasdi is working in, what are some of the recent exciting developments that is propelling the field forward and how will it impact healthcare and why?
A: In terms of AI, we are on the verge of a radical transformation on how we practice data science. For the last number of years, much of the work has gone into making deep learning more effective – from a performance perspective, an accuracy perspective and an interpretability perspective.
What is happening now, however, is a realization that unsupervised learning needs to occur first. Unsupervised learning allows us to find the patterns and relationships that exist in data – without having to ask questions. Given the size and complexity of the modern healthcare dataset, there are simply too many possibilities for us to iteratively ask question after question. Unsupervised learning provides a principled starting point by identifying what matters in the data without the bias associated with the creation of an objective function.
This will have a tremendous impact on healthcare as the complexity of the challenge grows daily. With patient, billing, omics and other data at our disposal finding the relationships that matter require the ability to understand the patterns and structure of the data – something the human mind simply cannot do.
The Precision Medicine World Conference (PMWC), in its 17th installment, will take place in the Santa Clara Convention Center (Silicon Valley) on January 21-24, 2020. The program will traverse innovative technologies, thriving initiatives, and clinical case studies that enable the translation of precision medicine into direct improvements in health care. Conference attendees will have an opportunity to learn first-hand about the latest developments and advancements in precision medicine and cutting-edge new strategies and solutions that are changing how patients are treated.
See 2019 Agenda highlights:
- Five tracks will showcase sessions on the latest advancements in precision medicine which include, but are not limited to:
- AI & Data Science Showcase
- Clinical & Research Tools Showcase
- Clinical Dx Showcase
- Creating Clinical Value with Liquid Biopsy ctDNA, etc.
- Digital Health/Health and Wellness
- Digital Phenotyping
- Diversity in Precision Medicine
- Drug Development (PPPs)
- Early Days of Life Sequencing
- Emerging Technologies in PM
- Emerging Therapeutic Showcase
- FDA Efforts to Accelerate PM
- Gene Editing
- Genomic Profiling Showcase
- Immunotherapy Sessions & Showcase
- Implementation into Health Care Delivery
- Large Scale Bio-data Resources to Support Drug Development (PPPs)
- Microbial Profiling Showcase
- Microbiome
- Neoantigens
- Next-Gen. Workforce of PM
- Non-Clinical Services Showcase
- Pharmacogenomics
- Point-of Care Dx Platform
- Precision Public Health
- Rare Disease Diagnosis
- Resilience
- Robust Clinical Decision Support Tools
- Wellness and Aging Showcase
See 2019 Agenda highlights:
- Five tracks will showcase sessions on the latest advancements in precision medicine which include, but are not limited to:
- AI & Data Science Showcase
- Clinical & Research Tools Showcase
- Clinical Dx Showcase
- Creating Clinical Value with Liquid Biopsy ctDNA, etc.
- Digital Health/Health and Wellness
- Digital Phenotyping
- Diversity in Precision Medicine
- Drug Development (PPPs)
- Early Days of Life Sequencing
- Emerging Technologies in PM
- Emerging Therapeutic Showcase
- FDA Efforts to Accelerate PM
- Gene Editing / CRISPR
- Genomic Profiling Showcase
- Immunotherapy Sessions & Showcase
- Implementation into Health Care Delivery
- Large Scale Bio-data Resources to Support Drug Development (PPPs)
- Microbial Profiling Showcase
- Microbiome
- Neoantigens
- Next-Gen. Workforce of PM
- Non-Clinical Services Showcase
- Pharmacogenomics
- Point-of Care Dx Platform
- Precision Public Health
- Rare Disease Diagnosis
- Resilience
- Robust Clinical Decision Support Tools
- Wellness and Aging Showcase
- A lineup of 450+ highly regarded speakers featuring pioneering researchers and authorities across the healthcare and biotechnology sectors
- Luminary and Pioneer Awards, honoring individuals who contributed, and continue to contribute, to the field of Precision Medicine
- 2000+ multidisciplinary attendees, from across the entire spectrum of healthcare, representing different types of companies, technologies, and medical centers with leadership roles in precision medicine