Umang Mehta Email & Phone Number

Philadelphia, Pa, Us

Newark, Nj, Us

• Developed workflows using AWS components like Sagemaker, Lambda, Batch, Glue, EMR & Step Functions as building blocks for creating pipelines with stages for training, validation, scoring, publishing, load testing & deployment to production for Machine Learning Models• Worked on the Frontend and Backend for the platform used for hosting Machine Learning pipelines using the aforementioned building blocks• Used AWS Cloud Development Kit (CDK) to deploy and manage Cloud Resources on AWS• Worked with Data Scientists to make the model code production ready and deploy them as containers to AWS ECS repository for AWS Sagemaker to run Training and Inferencing• Overall my work on the Machine Learning Platform resulted in reducing engineering efforts of Data Scientists by 75%

Mclean, Va, Us

• Developed Data Processing Pipeline using Apache Spark and Scala to process Credit Card Requests in batches with joining data from other sources and APIs and make the final output available for Card Embossing Process• This cloud-based system replaced existing mainframe system made the process more efficient by 70%• Built Data Processing Framework for Analytics using Apache Spark and Snowflake to facilitate intents like Anti-Money Laundering and Fraud Detection.• Integrated Streaming Data Pipeline using Apache Kafka in various data pipelines

Houston, Texas, Us

• Built Conversational AI agent in Python for Oil and Gas domain• Developed Knowledge Extraction pipeline for 100k+ public documents with Semantic Extraction using NER, Constituent Parsing & Anaphora Resolution with Rasa NLU & Spacy• Built a Knowledge Graph using Dgraph, GraphQL to represent the extracted knowledge with 1M+ entities• Extracted topics from public documents with Gensim and linked them to entities in Knowledge Graph• Trained & deployed text classifiers with Embeddings, LSTM, BERT using TensorFlow, Keras on AWS Sagemaker• The developed product replaced existing disjoint processes to save more than 90% of manual effort and time.• Conceptualized & built PoC of Diagnostic & Predictive Analytics Engine for Oil Well Failure with EM, MLE & MAP

Bloomington, In, Us

• Research and implement NLP methods to extract information from SEC Filings.• Develop or implement models using ML and NLP to analyze model and board leadership of companies.• Built Text Classifiers using NLTK and SciKit-Learn with around 90% accuracy measured with 10-Fold Cross-Validation

• Build an analytics engine to determine the critical reception of an artist's work based on chatter on social media. • Developed a Data Preprocessing module using NLTK with steps involving POS Tagging, Stop Words Removal, Stemming and Lemmatization, Negation Handling, N-gram and Sentiment Scoring using AFINN and TextBlob for feature engineering• Built Sentiment Classifier using Naїve Bayes and Multiclass Logistic Regression to classify tweets from artists as +1, 0 and -1 and implemented metrics to analyze sentiment distribution over different demographics.• Leading and advising on the research and implementations of advanced NLP methods to improve the efficiency of the Sentiment Classifier and add new functionalities to improvise the analytics provided to the artists.

Bloomington, Indiana, Us

• Leads and communicates the direction and vision of the entire Data Science Club at IU• Provides objectives, plans, and initiatives for the other Officers and the entire Data Science Club at IU• Manages the relationship between Data Science Club and other university entities• Supports and coaches other Officers• Coordinates events and initiatives across the Data Science Club at IU• Facilitates administrative meetings• Solicits support from and delegates responsibilities to other members• Automatically serves as interim Officer in the vacancy of any other Officer position

Mumbai,, Maharashtra, In

• Developed functionalities for web-based ERP and CRM systems in the domain of Real Estate.• Collaborated in a team of 12 for project development including Java Programming, Data Structure & Database Design, Web Design & Development and Unit Testing.• Lead, trained and mentored a sub-team of 5 throughout the development of the projects.• Contributed towards the Core Framework, proprietarily used by the firm for project development.

• Developed web portals and mobile apps for small and medium scale enterprises.• Built server software for TCP Layer Protocols customized for cloud-based industrial requirements.• Developed standalone and distributed software for parts of manufacturing production lines.• Mentored and trained multiple groups of 3-4 undergraduate interns for developing industry level projects.

Mumbai, Maharashtra, In

• Developed a web-based ERP application for educational institutes using HTML, CSS, Bootstrap, Javascript, PHP.• Designed the data structures & schema and managed the database transactions using MySQL • Built mobile App for the ERP using Java Android SDK for Android phones and Java ME for Java-based feature phones.• Deployed the ERP on a hosting service using cPanel.

Master'S Degree, Data Science

Bachelor Of Engineering (Be), Computer Engineering

Bachelor Of Engineering (Be), Computer Engineering

H.S.C., Science

S.S.C., General Studies