We make the best out of your data
Passionate about science. Implementing AI tools to enhance drug discovery and health care research.
My name is Doha and I am a research scientist based in Zurich with +7 years experience in drug discovery and development.
I have a PhD in Machine Learning and Pharmainformatics in Hoffman La Roche and in collaboration with the University of Vienna, preceded by Masters in Bioinformatics and a bachelor of Pharmacy. I decided to set up my company (based in Zurich) in machine learning and modelling in order to perform my scientific research and also extend my work from drug discovery to digital health and support biotechs & health care institutions in data analytics and machine learning.
I have a strong experience in Cheminformatics, PBPK modelling and deep learning applications for small molecules.
Please check my CV and publications for a better overview on my technical skills and experience.
I am open to scientific collaborations, please don't hesitate to contact me to discuss your projects..
Innovative solutions for pharmaceutical and health care research.
DataMart AI presents smart solutions to address challenges faced by data owners in multiple industries. Our focus is mainly in pharmaceutical and healthcare research but we offer general data analytics and machine learning services. We would love to hear about your project
DataMart AI Services
Structural Bioinformatics
Exploring drug-protein interactions, performing molecular dynamics and docking.
We offer strong expertise with various softwareand databases (MOE, Gromacs, PYmol, PDB,..)
Toxicology
Preclinical safety is one of the top reasons behind drug failures. Explore our expertise in extracting adverse events from your toxicology reports using NLP techniques and bringing your data together to address complex toxicity end points
PBPK modelling
Prediction of pharmacokinetic parameters and time concentration profiles is an essential step in early discovery. We offer PBPK modelling services using commercial softwares and custom-built machine learning models
Data analytics and databases
Data retrieval and cleaning is the most tedious step prior to any model development. Let us explore, analyze your data & provide you with a comprehensive report. You feel you are stuck with your data and not able to retrieve information easily? Let us make your data make sense ! We can explore together via different languages (R/Python/Pyspark/SQL) and within different setups (Oracle, Google big query,..)
Want to automate your analysis? Create Dashboards? We work with Pipelinepilot, Spotfire, R Shiny, Dash, PowerBI, Tableau and many other tailored solutions!
Machine learning
What do you want to predict and what is the type and the size of your data?
After exploring your data, we can choose simple baseline models (Regression,decision trees,.), opt for more sophisticated (Deep learning, RF,..) or explore AutoML solutions. If your data is small or unlabelled, we can explore Transfer learning techniques.From simple data wrangling to time forcasts and full business analytics, we support you all the way!
Cheminformatics and CAAD
Chemistry is our passion !
Using various molecular representations (Graph-based or fingerprints) and physchem properties to predict efficacy and safety of small molecules is something we would love to support with!
Flexibility with using R/python-based packages (rcdk,RDkit,) or UIs (Knime,MOE,Discovery studio,..)
Let’s discuss Science and business!
Explore the possibilities with DataMart AI. Whether you're delving into pharmaceutical research or diving deep into healthcare analytics, we have the tools to elevate your data insights. I would love to know about your projects and challenges !!