Neetika Panwar
Summary
Experienced Data Scientist with over 8 years in developing innovative data products. Contributed to the complete development lifecycle, from data extraction and processing to model creation and deployment.
Overview
10
10
years of professional experience
Work History
NLP Applied Scientist II
Codametrix
12.2022 - Current
- Predicted Medical Case Complexity from Multi-Million Patient Records:
Enhanced the medical billing process by developing predictive models for case complexity, achieving a 9% improvement in accuracy. - Systematically extracted and analyzed relevant medical information from clinical notes using Named Entity Recognition (NER)
- Optimized Confidence Score Thresholds Using Dynamic Programming:
Applied dynamic programming to fine-tune confidence score thresholds, maximizing automation rates while adhering to customer-defined quality constraints. Successfully achieved target acceptability rates of 90-95% - Analyzed and combined confidence scores from multiple models, optimizing performance by calibrating results with Isotonic Regression and Platt Scaling
Data Science Specialist
Ford Motor Company
10.2022 - 12.2022
- ML models deployment on Google Cloud Platform
Data Scientist
Bosch Corporate Research
10.2019 - 08.2022
- End-to-end design and development of a highly scalable pipeline for building a Text Classification model for predicting the category of Bosch automotive requirements. Improved classifier accuracy by 6 %
- Led a team to build a conversational bot with a teacher personality capable of having a multi-turn Ed-Tech conversation with a student
- Emission prediction for NOX, THC and CO impurities on automotive sensor data
Sr. Machine Learning Engineer
Relecura Technologies Pvt. Ltd.
11.2018 - 09.2019
- Designed and developed a Key Phrase Extraction algorithm to solve Semantic Search problem
- Anchor Word Extraction for narrative texts using Coreference Resolution techniques
Software Engineer - Big Data
IBM India Software Labs
07.2015 - 11.2018
- Integrated Spectrum Scale File System into Hortonworks distribution and IBM Big Insights replacing Apache HDFS File System
- Apache Ambari APIs integration with Spectrum Scale File System
Intern
American Express
01.2015 - 06.2015
- Designed and developed all features of a technical blogging website – Microblog
Education
Master of Technology - Data Science
International Institute of Information Technology Bangalore
Bengaluru, India07.2015
Bachelor of Engineering - Computer Science
Rajiv Gandhi Proudyogiki Vishwavidyalaya
Indore06.2012
Skills
- Supervised Learning
- Unsupervised Learning
- Deep Learning
- BERT
- GPT
- NLP
- NLU
- NLG
-
- Random Forests
- XGBoost
- K-means
- LSTM
- TF-IDF
- Word-Embeddings
-
- Data Mining
- Statistics
- Hypothesis testing
-
- Python
- MySQL
- MongoDB
- Pytorch
- PySpark
- Tensorflow
- Keras
- Sklearn
- SpaCy
- Pandas
- Numpy
- Nltk
- Matplotlib
-
- GCP
- AWS SageMaker
- Amazon S3
- Docker
- MLflow
Accomplishments
- Won the Special Jury Prize at the Bosch India Innovation Awards 2021 (BIIA 2021) for "Hiregenie: Recruitment and staffing redefined" project
- Advanced to the finals of the hackathon@ISDL and earned a spot in the prestigious IBM Labs (ISDL) Symposium Grand Finale
- Won Technical Excellence award at IBM India Software Development Labs
- Secured All India Rank - 827 in Graduate Aptitude Test in Engineering (GATE) 2013
Additional Information
Research paper "Anchor Word Extraction Enhancement using Coreference Resolution for Narrative Texts" published in INDICON 2019
Timeline
NLP Applied Scientist II
Codametrix
12.2022 - Current
Data Science Specialist
Ford Motor Company
10.2022 - 12.2022
Data Scientist
Bosch Corporate Research
10.2019 - 08.2022
Sr. Machine Learning Engineer
Relecura Technologies Pvt. Ltd.
11.2018 - 09.2019
Software Engineer - Big Data
IBM India Software Labs
07.2015 - 11.2018
Intern
American Express
01.2015 - 06.2015
Master of Technology - Data Science
International Institute of Information Technology Bangalore
Bachelor of Engineering - Computer Science
Rajiv Gandhi Proudyogiki Vishwavidyalaya
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