Manavi Pai Email & Phone Number

Bangalore Urban, Karnataka, India

Bangalore Urban, Karnataka, India

– Developed an end-to-end recommender system to serve popular content in real-time to 250 Million daily active users adhering to their preferences.– Applied reinforcement learning techniques like Multi-Armed Bandits, to optimise user experiences for less engaged and sporadically active users, including variants with Bernoulli and Multivariate distributions.– Developed resilient and fault tolerant plumbing for all in-production models using PySpark pipelines for data preparation and preprocessing.– Optimised the team’s recommendation serving systems deployed on GCP to save $20k as part of costs track; this included PySpark pipeline optimisations and prediction service optimisations.

Bangalore Urban, Karnataka, India

Bengaluru, Karnataka, India

– Personalised content of notifications for 15 Million active users of the 1Weather App at their most activehours which increase notification click by 60%.– Designed a system to recommend location cards to users based on their current location and trending locations according to seasonality.– Developed and fine-tuned a BART model to summarise news articles to 60 words in an abstractive way.– Optimised app promotions to maximise revenue using app categories , advertising Dollar value of the promoted apps, and its popularity without compromising on user’s privacy.

Bengaluru, Karnataka, India

– Analysed and built an ARIMA model to predict usage of our 1Weather app across US while indicatingthe key weather parameters that would impact the app usage.– Explored and fine-tuned a Zero Shot Learning model to categorise News articles into various categories. This was further used to remove manual steps of news article classification.– Automated a Named Entity Recognition and Disambiguation model to help identify named entities in News Articles.

Bengaluru, Karnataka, India

Explored RASA and Google's Dialog Flow, tools to build interactive chatbots. Built and trained a chatbot in RASA and compared it to Google's NLP enabled chatbot platform, Dialog Flow to evaluate the efficiency as well as usability.

Bengaluru Area, India

Developed a dynamic E-commerce website using WordPress, Apache with MySQL to improve the ease of buying products online.