Projects
Mask RCNN on Clevr Dataset
- Extended the Mask RCNN implementation by Matterport for instance segmentation on the Clevr Dataset.Github Link
- Generated new images Clevr Dataset Generation Code.Github LinkThe code has been modified to generate masks as well
- Identified shapes, size, material and color.
Time Series Analysis of Beethoven’s MoonLight Sonata
- Used time series methodologies to learn and construct new music conforming to the style of Beethoven’s Moonlight Sonata.
Github Link
Slides
PetFinder.my Adoption Prediction
- Developed Algorithms to predict adoptability of pets. Link here Top 30% on Kaggle (Team TupleMiners)
- Used ensemble and stacking techniques with Bagging and Boosting Algos. XGBoost gave best results.
- Worked on class boundary adjustments for Kohen Cappa’s score.
- Sentiment Analysis for pet description using Feature Based opinion mining, countvectorizer and Google NLP API. Image analysis using Google Vision API.
Model Optimization and Variable Selection
- Developed a helper Tool to derive the best Linear Regression Model. Link hereDeployed using Shiny.
- A Generic solution with the Algorithm refined to minimize the predictors and maximize R square.
- Analyzes the correlation between predictors, uses Anova and AIC techniques.
Integrating Apache Mahout with AEM
- Implemented user based recommendations on Websites, presented at adaptTo() 16 and open sourced the project, more details at GitHub link with slides at Github.io link
Sydney Opera House | Ecommerce Website Development in AEM 6.3
- Developed the public facing website using Adobe Experience Manager. Implemented modules for live
ticket bookings and seat selection. Used Sling Pipes for content modification in the JCR. - Created an efficient search mechanism using Searching Analyzers and Lucene Indexes to improve the
website performance and handle large number of users per second.
Morningstar | Corporate Marketing Website Development in AEM
- Implemented modules to track user interaction on the website and send data to Adobe Analytics.
- Integrated with Eloqua, a marketing automation tool for lead generation.
Time Warner Cable | TWC website development in AEM
- Managed the team as a dedicated Scrum Master, Upgraded project from CQ 5.5 to AEM 5.6 and AEM 6.0.
- Developed Store Locator module, User FAQ section and Login functionality.
- Integrated with Site Catalyst, Used Campaign Management and teasers to target region based content.
Havells
- Created Ecommerce modules using AEM Product API.
- Implemented Social Component Framework for product reviews and ratings.
Vodafone | USSD Development
- Developed new USSD flows for Vodafone. Enhanced USSD Platform TPS using Thread Pool Task Executors.
- XML Marshelling and UnMarshelling using JAXB, used MYSQL stored procedures to fetch data.