Profile Details

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USD 120 /hr

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Hire Dr. David C.

Germany

USD 120 /hr

Experienced Data Scientist & Biomedical AI Specialist | Innovator in ML & AI & Clinical Trials & Translational medicine

Profile Summary

I am a seasoned Scientist and Entrepreneur with a solid foundation in Computational Biology, honed across academia, e.g., German Cancer Research Center and the industry, e.g., Bayer in Europe. My professional journey has seen impactful collaborations with reputable institutions and biotech companies, contributing to advanced projects at pharmaceutical consortiums. I transitioned into entrepreneurship by founding Startup GeneHolistics in Germany, serving notable entities in the biomedical domain. Skills Highlight: • Invention of Time-Delayed RNNs optimized for modeling omics-based dynamic networks. • Development of a novel approach for multivariate pathway analysis in Genome-Wide Association Studies. • Creation of a pioneering Genetic Algorithm for Neural Network Optimization. • Formulation of an adaptive multi-objective optimization function tailored for RNNs. Comprehensive Expertise: Machine Learning Mastery over an extensive range of supervised and unsupervised learning algorithms, including but not limited to regression models, clustering techniques, and ensemble methods like Random Forests. Contributed to over 50 projects across diverse academic groups and biotech companies. Agent-Based Modeling (ABM) Specialization in agent-based modelling, enriched with reinforcement learning components, for applications such as: Reaction-diffusion systems featuring spatial inhomogeneities. Nonlinear cell signal transduction systems Deep Learning Generative Models in Drug Development: Applied Generative Adversarial Networks (GANs) in the in-silico design of novel drug compounds and in optimizing organic chemistry synthesis pathways for difficult reactions. Proficient in leveraging Convolutional Neural Networks (CNNs) for intricate tasks like radiological image analysis. Natural Language Processing (NLP) Co-developed a semantic search system specifically tailored for in-house biomedical data repositories. Expertise in fine-tuning and prompt engineering of large language models (LLM) aimed at biomedical literature analysis. In summary, my unique blend of scientific expertise, leadership acumen, and innovative thinking positions me as an ideal candidate for roles requiring a deep understanding of data analytics and life sciences.

Subject Matter Expertise

• ☆ Python
• ☆ Matlab
• ☆ SQL
• ☆ Excel
• ☆ SAS
• ☆ Tensorflow
• ☆ R
• ☆ Tableau
• ☆ Scikit-learn
• ☆ Drug Discovery
• ☆ High Throughput Screening (HTS)
• ☆ Drug Target Identification
• ☆ Hit-to-Lead & Lead Optimization
• ☆ High Content Screening/Imaging
• ☆ Medicinal Chemistry
• ☆ Drug Design
• ☆ Structure-Activity Relationship (SAR) Studies
• ☆ Drug Development
• ☆ Preclinical ADME/PK/PD
• ☆ Drug-Drug Interactions
• ☆ Preclinical Research
• ☆ Pharmacogenomics
• ☆ Medical Devices
• ☆ Medical Device Development
• ☆ Wearable Technology
• ☆ Medical Device Prototyping
• ☆ In vitro Diagnostics
• ☆ Biomarker Analysis
• ☆ Lab-on-a-Chip Devices

Services

• Writing
• Research
• Consulting
• Data & AI
• Product Development

Writing Creative Writing, Newswriting

Research Meta-Research, Feasibility Study, Technology Scouting, Fact Checking, Scientific and Technical Research, Systematic Literature Review

Consulting Business Strategy Consulting, Digital Strategy Consulting, Healthcare Consulting, Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Image Processing, Image Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization, Big Data Analytics, Text Mining & Analytics, Data Mining, Data Cleaning, Data Processing, Data Insights

Product Development Product Evaluation, Concept Development, Prototyping, Reverse Engineering, Device Fabrication

Work Experience

Founder / CEO

GeneHolistics

January 2021 - February 2023

Senior AI-Life-Sciences Advisor

SAS Institute

April 2020 - June 2022

AI Innovation Consultant

Bayer

December 2017 - March 2021

Life Science Consultant

IDBS

April 2013 - June 2014

Scientific Account Manager

Genedata AG

April 2012 - August 2013

Sr. Scientist / Group Leader

Center of Medical Genetics

February 2011 - June 2012

Postdoctoral Researcher

German Cancer Research Center

January 2009 - March 2011

Education

Dr. ret. nat. (Ph.D.)

German Cancer Research Center

February 2003 - November 2008

Ms in Science Biochemistry

National Autonomous University of México

September 1999 - November 2000

Bachelors in Chemistry, Biology and Pharmacy

National Autonomous University of México

September 1992 - October 1997

Certifications

• Dr. ret. Nat.

  University of Heidelberg

  https://archiv.ub.uni-heidelberg.de/volltextserver/8830/

  January 2023 - Present