Author - Sachin Kalaskar

Sentiment analysis of customer reviews

Problem statement: We were commissioned by an e-commerce platform to conduct an analysis on client reviews with regard to their satisfaction. Dataset: Data-collection: Our algorithms automatically collected client reviews from webpages and stored them. Data structuring: In order to analyze the sentiment of a reviewer, the stored text was structured according to different word and syntax characteristics Machine learning: Once...

Sales Forecasting based on historical data and external factors

Problem statement: For a retail firm we were commissioned to analyze the sales growth evolution as well as creating forecasts. Moreover the client asked us to analyze the composition or regional sales and the importance of regional shops. Dataset: Re-structure data: In order to make the analysis possible we re-structured the data from the internal ERP system. Identifying correlations: We...

Analysis of shopping behavior of clients of an internationally active supermarkets

Problem statement: Our client wanted to understand baskets of products customers tend to buy together, depending on their age, gender, purchasing power along with other characteristics such as weather, time of the day, month or year. Dataset: The dataset consisted of approximate 5 million transactions, 600,000 receipts and 10,000 customer card holders. Our approach: Advanced mathematical models based on Class Association...

Qualitia – Web & Mobile Automation Framework

Customer Challenges: Sluggish user interface, spaghetti code. Existing team was non-existent CoreView needed to build an engineering team to work on multiple fronts. Maintain existing product, add new features, and modernize Slew of new features from PM, meant new challenges, new technologies to understand and add features in timely fashion Make new features agnostic to the underlying automation platforms...

Actiance – Compliance, archiving and analytics

Customer Challenges: Platform independent solution for Windows OS specific file formats Stringent performance and scalability requirements Automation and integration with existing product with at par functionality Highly complex and interdependent internal structure of the source( PST, MSG ) Result: 25x improvements in reading data from PST and MSG files Libraries built in a way to scale up and scale out...

Staples

Customer Challenges: Ensure data integrity while satisfying business continuity requirements Support existing customers as well as bring the new development at par with the existing functionality Become source of truth for all applications connecting to system Near real-time add / update of customer data Hugh amount of data: 4 million organizations, 10 million organization names, 7 million consumers, 320...

Architecture modernization Hospitality Management

Customer Challenges: Built services based on AWS serverless architecture Service architecture based on Lambda functions UI technology upgraded to React JS Built reusable UI components like customizable grid and calendar Integration of third party services like reputation management Result: Improved third party integrations Better use of AWS services CoreView Solution: Built services based on AWS serverless architecture Service architecture based on...

BOT Success Story: Massively Scalable Data Service

  Customer Challenges: Needed replacement for a very expensive software subscription service Did not have the technical competence to build such a solution Needed someone to Build-Operate & Transfer the technology, not team Result: Instant cost savings by one M $ every year. In premise deployment - Increased Security of customer data 99.9% uptime maintained for over three years by now ...

Deep learning-based image recognition for autonomous driving

  Customer Challenges: It is difficult to directly solve general object recognition tasks from the input image. Labor intensive and costly Chance of Human Errors was high Result: 50 % increase in accuracy of object detection 20% reduction in manual labour cost CoreView Solution: ~ 10K images annotated and labelled Advanced data preprocessing for image data Object detection, object localization, movement prediction...

Smart Shrimp Farming

  Customer Challenges: Shrimp farms require continuous monitoring of number of parameters like feeding rate, water quality, dissolved oxygen level for water. Monitoring & Maintaining correct parameters helps increase produce and reduce Opex Result: Opex Savings – Easier & accurate management of ponds with less man power Improved shrimp production by 10% Improved quality of produce, weight and nutritional value up...