Sai Sree I.
Data Scientist at SAP Labs India
Bengaluru, Karnataka, India
Summary
Progressive data-science career at SAP Labs India, advancing from a Data Science Scholar to Associate Data Scientist and then to Data Scientist between 2019 and 2024. theorg
Active participant in machine-learning open-source discussions, raising technical issues and contributing to community troubleshooting around model explanation tools such as SHAP and LIME. github+2
Has authored or co-authored technical work including at least one academic/networking paper and is listed on patent applications related to machine-learning models and training data generation. researchgate+2
Participated in developer competitions and coding challenge platforms earlier in career, as evidenced by leaderboard entries. hackerearth
Work
Education
Writing
Machine-Learning Model for Training Data Generation (patent application)
July 1, 2024Patent application listing Sai Sree Inavalli among inventors related to machine-learning models and training data generation.
Unable to generate explanations for predict_proba using treeexplainer (GitHub issue)
June 1, 2024Discussion opened regarding using SHAP TreeExplainer with CatBoostClassifier and issues generating probability explanations for models with categorical splits.
LIME local explanations.score decreases as the num_samples increases (GitHub issue)
June 1, 2022Discussion about LIME behaviour where R-squared of local explanations varied with number of perturbations and kernel width; includes experimental observations.
A Reliable Routing Protocol with Backup Scheme in Wired Computer Networks
A networking publication listing Inavalli Sai Sree as an author; discusses a routing protocol with a backup scheme for wired networks.