AI/ML CI/CD IIOT Cloud application design

Python R Tensorflow PyTorch Kubernetes

Matlab Simulink HIL MIL SPICE

SiL MiL

python web framework

Python AI/ML web framework

MiL (Model-in-Loop) SiL (Software-in-Loop)

AWS Azure Python AI/ML

Analysis Data Science SQL Python Spark

Apache Beam supporting analytics agile environment ML frameworks.

Data Analytics Generative AI DX CX EX

artificial intelligence AI ML machine learning NLP

Python Java C/C++ R Tensor Flow

Linux experience cloud implementations Vertex AI AIML Python

Data Scientist ML Algorithm NLP AI Models Python