Company
Karan Pathak
Premium
Angestellt, Senior Machine Learning Engineer, BAUHAUS Deutschland
Mannheim, Germany
About me
Agile, result-oriented Senior Machine Learning Engineer with more than 5 years of experience in providing solutions to diverse clients globally. Proficient in Deep Learning, Machine Learning, Computer Vision, and Big Data Analytics. Equipped with an ability to handle multiple teams and projects along with an extensive experience in multiple domains such as healthcare and life sciences, human resources, travel, ecommerce, banking and research. Passionate about open source development resulting in the creation of novel libraries being used by more than 10000 developers worldwide.
Timeline
Professional experience for Karan Pathak
– Led the development of a novel transpiler that transpiles code from sparql to cypher for neo4j and benchmark comparison with other state of the art strategies available. – Developed a neo4j extension based on the investigative results of query optimisation strategies of graph databases.
Contributions: - Developed novel neural net architectures involving Graph Neural Networks with a combination of other Deep learning models for prediction of drug sensitivity in cancer which was benchmarked with state of the art models. - Integrated and encoded various data types as graphs for learning graph representations and interpreted the results of neural network with the help of hypothesis testing.
8 months, Apr 2021 - Nov 2021
Machine Learning Engineer
Fraunhofer-Institut für Solare Energiesysteme ISEInvolved in a research project with algorithms for the detection of multivariate outliers in PV module data sets. Tasks included: - Planning the procedure - Data analysis and filtering - Implementation of routines of linear algebra/machine learning in Python - Documentation, visualization and communication of research results - Literature research
3 years and 6 months, Jan 2016 - Jun 2019
Technical Lead (Machine Learning/Software)
Navyug Infosolutions Pvt. Ltd.
- Spearheaded multiple projects with variable team sizes of up to 5 people. - Provided AI enabled scalable solution to forecast the sales for all departments in different stores of a retail client. - Developed recommender systems based on collaborative filtering for a mood based application. - Responsible for creating ETL pipelines, performing feature selection, machine learning, evaluation, extensive back-end scripting and research. - Prototyping, wire-framing, white-boarding ideas, creating RESTful API's
Educational background for Karan Pathak
3 years and 1 month, Oct 2019 - Oct 2022
Computer Science
Albert Ludwigs University of Freiburg
- Specialization in Artificial Intelligence – Involved in a collaborative thesis and research publication titled “Integrating Multi-Omics Data and Pathway Structure with Explainable Graph Neural Networks for Precision Medicine”. – Awarded 2nd position for Freicar self driving car project that involved computer vision, deep learning and mobile robotics.
Current 4 years and 1 month, since 2019
Statistics and Data Science
Massachusetts Institute of Technology
This MicroMasters program in Statistics and Data Science is comprised of four online courses and a virtually proctored exam Courses include: - Probability - The science of uncertainity and data - Fundamentals of statistics - Machine learning with python: from Linear models to deep learning - Data Analysis: Statistical Modeling and Computation in Applications - Capstone exam in Statistics and data science
4 years and 1 month, May 2012 - May 2016
Computer Science and Engineering
Guru Nanak Dev University
Languages
English
Fluent
Hindi
First language
Punjabi
First language
German
Basic