Microsoft Technology Licensing, LLC

Swati Valecha

Vipindeep Vangala

Nishchay Kumar

Madan Gopal Jhanwar

Nitin Pande

Suryanarayana Shastri

Tulasi Menon

A computerized personal assistant communicatively couples to a computer database including a plurality of available skills for the computerized personal assistant. The computerized personal assistant recognizes a current context of the user. The computerized personal assistant operates a previously-trained machine learning classifier to assess a match confidence for a candidate skill, the match confidence indicating a quality of match between the current context and a reference context previously associated with the candidate skill. The computerized personal assistant executes instructions defining an assistive action associated with the candidate skill responsive to the match confidence exceeding a predefined match confidence threshold. The computerized personal assistant executes the instructions defining a complementary help action associated with the candidate skill responsive to the match confidence not exceeding the predefined match confidence threshold.

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Hyderabad Telangana, India

Swati Valecha