Data Quality Toolkit: Automatic assessment of data quality and remediation for machine learning datasets
- Nitin Gupta
- Hima Patel
- et al.
I'm a Research Scientist in Data and AI team at IBM Research AI Labs, India. Currently, I am leading technical efforts on developing 'Data Readiness for ML' framework to improve the overall performance of Machine Learning algorithms. I have completed my MS by Research from IIT Madras, India. I have published papers in top tier conferences and journals like AAAI, ICPR, ICASSP, PR, etc. I have also served as a PC members of top conferences like BDA, IJCAI, AAAI, AISTATS etc. I have delivered several talks and filed many patents in machine learning and deep learning field. My research interests includes Data Quality, NLP, Computer Vision, Deep Learning and Reinforcement Learning.