Repositories are under constructions and need to be updated. I prefer to display results using notebook as they are convenient for visualization.
Working on developing MonstarLab AI team and activities.
- ML/CV/DL/NLP/EDA projects from PoC and client talk to production.
- AI team support / assignment / development / recruitment.
- Facilitate and orchestrate cooperations across engineering teams.
- AI: OpenCV, PIL, numpy, pandas / feather, Keras, Pytorch, scikit-learn
- BE: docker, lambda, Sagemaker
- Management: JIRA, Gantt
AI R&D experiences
- Data processing & feature engineering.
- Various computer vision project implying image transformation (homography, TPS), feature matching, object detection, ...
- Text & tabular data regression/classification modelling.
- Object detection & semantic segmentation as standalone solutions and instance segmentation.
- Times series classification modelling.
- A/B testing.
- Clustering.
Backend R&D experiences
- Dockerization of AI solutions
- Cloud integration using AWS Lambda, ECR / Sagemaker
Aiming to develop in
- GAN.
- Other programming languages.