Garima Goyal

AI Researcher

Bengaluru, Karnataka, India5 yrs 10 mos experience

Key Highlights

  • Expert in developing AI-driven educational solutions.
  • Proven track record in optimizing credit transfer systems.
  • Strong background in machine learning and data science.
Stackforce AI infers this person is a Machine Learning Engineer specializing in Education Technology and AI solutions.

Contact

Skills

Core Skills

Machine LearningDeep LearningData ScienceComputer VisionSoftware DevelopmentData AnalysisData Engineering

Other Skills

Agile MethodologiesAmazon ECSApache SparkArduinoBERTBig dataCC++CUDACommunicationData MiningElasticsearchGoogle Apps ScriptGoogle BigQueryGoogle Data Studio

About

As a Lead Machine Learning Engineer at iSchoolConnect, I create innovative AI solutions to help students achieve their academic and career goals. I have a Master of Technology degree in Computer Science and Engineering from Jaypee University of Information Technology, where I developed a keen interest in Data Science, Deep Learning, and IoT. One of my major contributions is developing a Student Enrollment and Graduation Success Knowledge Graph solution, which leverages Neo4j Graph Data Science Library and custom BERT models to provide course and job recommendations for students. I also worked on a credit transfer evaluation system that uses skillBERT and JobBERT models to map student courses to optimal university programs and maximize credit transfer. I use text-tabular multimodal transformers to handle textual, numerical, and categorical data. Additionally, I created AI, Human-in-loop, and management dashboards with Bigquery and Google Data Studio to monitor and improve the online exam proctoring product. I am proficient in large language models, natural language processing, and computer vision. I am passionate about applying AI to solve real-world problems and enhance learning outcomes.

Experience

5 yrs 10 mos
Total Experience
1 yr 5 mos
Average Tenure
--
Current Experience

Freelance

Data Scientist

Jan 2025Present · 1 yr 3 mos

Aidetic

Principal Data Scientist

Dec 2023Dec 2024 · 1 yr · Bangalore · On-site

  • By using Gen AI, NLP, and Computer Vision, I help clients at different levels. These include bringing clarity to their problems and the role of AI/SW in solutionizing; initial research and exploration; prototype building; productionizing and maintaining solutions.

Ischoolconnect

3 roles

Lead Machine Learning Engineer

Promoted

Oct 2022Nov 2023 · 1 yr 1 mo

  • Working on Student Enrollment & Graduation Success Knowledge graph solution with help of Neo4j Graph DataScience Library and custom BERT solutions for the course and job recommendations for students.
  • Working on the credit transfer evaluation system to map student courses to applied university program courses to find optimal programs and maximize credits transfer ensuring higher enrollment and graduation chances. Used skillBert & Skillspanbert models to extract skills and JobBert to provide personalised job recommendations for students. Graph embeddings were created using the Graphsage & Sentence transformer.
  • Fine-tuned text-tabular multimodal transformer to handle textual, numerical and categorical multimillion-sized datasets for the downstream task of credit transfer with 99% skewness and achieved 94% accuracy which has the potential to reduce operations cost by 85% and turnaround time from 9 days to 2 days.
databricksnatural language processingLarge Language Models (LLM)Machine LearningDeep Learning

Associate Lead Machine Learning Engineer

Jan 2022Sep 2022 · 8 mos

  • Worked on an Online Exam proctoring product to monitor suspicious activities both using AI and Human-in-loop solutions with help of multiple computer vision models.
  • A major contribution is by creating AI, Human-in-loop, and management dashboards with Bigquery and Google data studio with scalable ETL pipelines.
Neo4jBERTPyTorchAgile MethodologiesMachine LearningComputer Vision

Senior Machine Learning Engineer

Sep 2021Dec 2021 · 3 mos

  • Creating google doc plugin for Document Writing Mentor tool using google apps script to help students applying for Masters & editors to analyze grammar and content suggestions helping them Improve Statement of Purpose and Essays.
Google Data StudioGoogle Apps ScriptGoogle BigQueryMongoDBSoftware DevelopmentData Analysis

Railofy

Senior Machine Learning Engineer

Dec 2020Sep 2021 · 9 mos · Mumbai, Maharashtra, India

  • Worked on Train Ticket Cancellation Protection product. Trained ML models on Indian railway bookings data to provide accurate price offers to Railofy customers for last-minute cheaper alternatives like flights, buses and deployed Flask app with AWS ECS. Used elastic search and kibana to visualize and analyze data.
ElasticsearchAmazon ECSKibanaMachine LearningData Engineering

Quantiphi

3 roles

Senior Machine Learning Engineer

Jul 2020Nov 2020 · 4 mos

  • *Working on automating the inventory counting and optimizing operations in multiple warehouses while eliminating picking and shipping errors by leveraging AI computer vision techniques for an American IT service provider of a global FMCG firm using Azure as a cloud eco-system.
CUDAComputer Vision

Machine Learning Engineer

Jun 2018Jun 2020 · 2 yrs

  • Developed Deep-Learning based solution for an American Healthcare products manufacturer for disease classification on medical images using compact model architectures and custom logics with Keras framework and deployed using both TFLite based on-Edge and GCP based on-cloud methods.
  • Developed Graph Theory based solution for a multi-national enterprise software company using graph algorithms such as graph clustering and matching and deployed using the AWS ecosystem.
  • Developed NLP solution of Healthcare Knowledge Graph for an American Pharmaceutical company. Using spaCy as a framework built custom NER(Named Entity Recognition) and Relation Extractor and deployed using Graph Commons with Neo4j graph database.

Decision Science Analyst

Jan 2018May 2018 · 4 mos

  • Developed Computer-Vision solutions for a Global Beverage Giant on the facial dataset and deployed the serverless architecture for on-edge setup using AWS S3 web-hosting and CloudFront. Used Tensorflow.js for processing Machine learning models in the browser.
  • solution components: Face Recognition, Face Detection, Landmarks Detection, Demographic attributes - Age, Gender, Ethnicity and Emotion
  • Convolutional Neural Networks experimented: Squeezenet, MobileNets, FaceNet, Inception-Resnet, Yolo-v2 etc.

Jindal infosolutions ltd.

Software Engineer

Jun 2016Jul 2016 · 1 mo · Sonipat

  • Internship in Web Development, Completed project ‘Global IT Support Portal’ using Java (Spring MVC & Hibernate) and CMS [ERP based Apps] using Php.

Hpe security - data security

Android Winter Training

Jan 2016Jan 2016 · 0 mo · Noida Area, India

  • Learned Android Application Development
  • Secured grade A+
  • Awarded as Star Of the Week

Education

Jaypee University of Information Technology

Master of Technology - MTech — Computer Science & Engineering

Jan 2013Jan 2018

Kendriya Vidyalaya

High School — science PCM

Jan 2010Jan 2012

Adarsh Vidya Mandir, Churu

secondary education

Jan 2003Jan 2010

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