Arathy Suresh
Summary
Precocious NLP Data Scientist with 3+ years of experience ready to thrive in demanding digital intelligence processing environments. Well-informed on latest deep learning advancements. Ready to combine tireless hunger for new skills with desire to exploit cutting-edge data science technology.
Overview
3
3
years of professional experience
Work History
Software Engineer (NLP)
Telepathy Labs
07.2021 - Current
- Worked on a POC for virtual assistant as office receptionist
- Build 2 chatbots for the virtual receptionist with RASA and ChatScript(rule based system) and compared the performance
- Worked on data extraction and build a knowledge graph as backend for searching and retrieving the required data for web app machine advisory project for an agriculture machine manufacturing company
- Research on various methods for sentence classification using similarity detection by various deep learning techniques
- Research on a multi label classification problem to map client dealer details to the existing data which the company owns using a semi supervised model or unsupervised model
Research Engineer (NLP)
Dex-Lab Pte. Ltd
01.2021 - 07.2021
- Developing Voice Assistant as a receptionist for a company
- Created an email application for the Voice Assistant which sends and receives emails for predefined cases such as leave application, medical claim enquires etc.
- Built a text summarizer model to shorten the long answers delivered by the Voice Assistant
- Created a name recognition module to identify names of people via speech using phonetic representation and other NLP techniques
Data Science Intern
Kuehne + Nagel (S) Pte Ltd
10.2020 - 12.2020
- Developed an auto slotting tool which advises the most optimal slotting based on historical order data and warehouse layout
- Collaborated with senior personnel to define and meet data modeling standards for the auto slotting project
Data Science Intern
Siemens
02.2020 - 05.2020
- Collaborated with senior personnel to define and meet data modelling standards for NLP project
- Presented data science findings to peers, illustrating progress made during various tasks
- Applied modern language modelling techniques like
- RoBERTa,BERT,ULMFiT using fast.ai to perform intent classification with small amount of data
- Extracted information from Non Disclosure Agreement documents using BERT semantic search engine
- Built an intent classification model for a web based chatbot which will identify the actions to be done
- Translated benefits of deep learning technology for non-technical
Data Analyst
Bridgei2i Analytics Solutions Private Limited
07.2017 - 07.2018
- Integrated Commercial Optimizer for world's largest Beer brewing firm
- Built optimal price architecture to maximize brewer's revenue and a recommendation for the optimal allocation of the media budget for various countries
- Built library of models and reusable knowledge-base assets to produce consistent and streamlined business intelligence results
- Recruitment Analytics for HR team of world's largest Beer brewing firm
- Segmented 15000 CV's based on various topics using Deep Learning-
- Word2vec model and reduced 70% of manual work of HR team by extracting 16 features using Text Analysis
- Built a Logistic Regression model to predict a new candidate's performance with an accuracy of 73%
- Evaluated consistency and importance of different business intelligence data against needs to determine optimal courses of action
Education
Master of Technology - Enterprise Business Analytics
National University Of Singapore
06.2020
Bachelor of Technology - Computer Science And Engineering
Govt. Model Engineering College
04.2017
Skills
- Python
- R
- Tableau
- SQL
- Chatscript
- Machine learning - Tensorflow
- Deep learning - PyTorch, Keras
- Transformers, Fastai
- RASA framework
Timeline
Software Engineer (NLP)
Telepathy Labs
07.2021 - Current
Research Engineer (NLP)
Dex-Lab Pte. Ltd
01.2021 - 07.2021
Data Science Intern
Kuehne + Nagel (S) Pte Ltd
10.2020 - 12.2020
Data Science Intern
Siemens
02.2020 - 05.2020
Data Analyst
Bridgei2i Analytics Solutions Private Limited
07.2017 - 07.2018
Master of Technology - Enterprise Business Analytics
National University Of Singapore
Bachelor of Technology - Computer Science And Engineering
Govt. Model Engineering College
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