Ritika Mangla

Ritika Mangla

B.Tech in Information Technology

Veermata Jijabai Technological Institute, Mumbai

About Me

I am a final year undergraduate student pursuing my Bachelors of Technology in Information Technology from Veermata Jijabai Technological Institute, India. Ever since my first year in college, I have been keenly interested in the field of Machine learning. Our increased ability at cross-language interaction by building efficient lexical semantic analyzers and multi-variety models is what draws me to this field immensely. To pursue my research interests, I tried my hands on interesting ML problem statements in the Centre of Excellence, the research incubator of VJTI, accoladed as the Best Incubator of India as of 2020. I wish to further explore opportunities in this domain that would efficiently change the way people communicate.

In addition to this, I have a keen interest in music. I am a music aficionado at heart and the days I seem to hit the wrong note, my guitar helps me harmonize. Being well versed with 4 musical instruments, my days aren’t complete without an element of music. I also greatly enjoy listening to podcasts centred around Artificial Intelligence and experts' opinions on such subjects.

You can find my Résumé here.

Interests
  • Natural Language Processing
  • Dialogue processing systems
  • Computer Vision
Education
  • B.Tech in Information Technology, 2022(expected)

    Veermata Jijabai Technological Institute, Mumbai

Experience

 
 
 
 
 
Goldman Sachs
Summer Analyst
Goldman Sachs
Jun 2021 – Jul 2021 Bangalore, India

Responsibilities include:

  • Automated the manual process of event management by creating a common platform with a central repository.
  • Designed an event dashboard using ReactJS and SpringBoot to query events from DB2 database to analyze its impact.
 
 
 
 
 
Yozu
Artificial Intelligence Intern
Yozu
Dec 2020 – Jan 2021 IIT Bombay, Mumbai, India

Responsibilities include:

  • Developed an AI-based conversational bot using state machine approach with a reduced latency of 13%.
  • Devised an LSTM-based Question Matching algorithm for answering mid-conversation user queries.
 
 
 
 
 
TechnoPurple Tracking
Machine Learning Intern
TechnoPurple Tracking
May 2020 – Jul 2020 Mumbai, India

Responsibilities include:

  • Implemented Laplacian filter to separate dark and blur images to examine site cleanliness for Emrill Services LLC(Dubai).
  • Engineered a template matching using OpenCV & OCR-based algorithm to determine success of a rally of Bhartiya Janta Party (the current ruling party of India), thereby resulting in reduction of false positive and false negative counts by 67%.

Projects

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Bearing Fault Analysis

Bearing Fault Analysis

Estimated the remaining useful life of a bearing using Machine Learning. Achieved better prognostic performance with 98.2% accuracy as compared to SOTA techniques such as Kalman filter.

Cleangenix

Cleangenix

Devised a solution to improve city sanitation under Solid Waste Management Department using Neo4J and PostGreSQL. Developed an algorithm to identify trash from geotagged images using a Mask R-CNN model.

Startup Quest

Startup Quest

Created a social media bot which indexes 2000+ potential startup ideas in a database and a CRM dashboard to display it. Developed a news feed scraper to trace activities of the projects by web scraping data using Beautiful Soup.

Unsupervised Speech Summarization

Unsupervised Speech Summarization

Performed text summarization by clustering sentence embeddings trained to embed paraphrases together using K-Means. Improved the accuracy by using a Skip-Thoughts (GRU-RNN) model to preserve sequence of words in a sentence.

GeoTracking of Waste

GeoTracking of Waste

Devised a platform for BMC, the governing civic body, to view the real time location of garbage trucks and the amount of waste collected.Created a dashboard to view daily statistics and reports in order to formulate measures to optimize waste management

Languages and Frameworks

c
C++
html
HTML
python
Python
react
ReactJs
css
CSS
javascript
JavaScript
spring
Spring
flask
Flask
nodejs
NodeJS

Machine Learning Libraries

pandas
Pandas
numpy2
Numpy
matplotlib
Matplotlib
opencv
OpenCV
scikit_learn
Scikit Learn
keras
Keras
tensorflow
TensorFlow

Contact

Please feel free to reach to me for any query