Namita Dilip Lokare

Title: Innovations of Namita Dilip Lokare

Introduction

Namita Dilip Lokare is an accomplished inventor based in Cary, NC (US). She has made significant contributions to the field of machine learning, holding two patents that enhance the performance and interpretability of machine learning models. Her work is characterized by innovative approaches to feature engineering and graphical interpretability.

Latest Patents

Namita's latest patents include an "Analytic system for feature engineering improvement to machine learning models." This invention involves a computing device that determines a sparse feature representation for a machine learning model. It utilizes landmark observation vectors and neighbor observation vectors to project into a neighborhood subspace defined by principal components. The model is trained using a feature distance matrix that incorporates distance values between observation vectors and landmark observation vectors.

Another notable patent is the "Analytic system for graphical interpretability of and improvement of machine learning models." This system provides a cluster connectivity graph that summarizes machine learning model performance. It predicts classification values for response variable values of observation vectors and divides them into overlapping data slices for clustering. The accuracy measure for each cluster is computed, and the cluster connectivity graph visually represents the relationships between clusters.

Career Highlights

Namita is currently employed at SAS Institute Inc., where she continues to develop innovative solutions in the realm of data analytics and machine learning. Her work at SAS has allowed her to apply her expertise in practical applications that benefit various industries.

Collaborations

Namita has collaborated with talented individuals such as Jorge Manuel Gomes Da Silva and Ilknur Kaynar Kabul. These collaborations have fostered a creative environment that encourages the exchange of ideas and advancements in technology.

Conclusion

Namita Dilip Lokare is a pioneering inventor whose work in machine learning has led to significant advancements in feature engineering and model interpretability. Her contributions continue to shape the future of data analytics and machine learning technologies.