Montreal, QC, Canada
Data Scientist with 3 years of experience in finance, energy and forecasting. Sho has deployed Machine Learning (ML) forecasting systems which serve clients across Europe and India bringing their forecasting penalties down by as much as 85%. Sho is experienced in designing and managing ML solutions, from data acquisition, data management to ML model developments. Sho is always keen to apply cutting-edge research in ML to solve real-world problems.
Django Ecommerce Project
Jul 2018 - Present, Montreal, Canada
Building a ecommerce website from scratch
Technologies: Python, Django, Bootstrap
Climate Connect Ltd - Data Scientist
May 2017 - April 2018, New Delhi/Pune, India
Improved existing forecasting methods using deep learning models with Keras.
Created a high-level Python + scikit-learn library to simplify ML pipeline.
Parallelised external API calls with Python threading to accelerate the process by 10x.
Technologies: Keras, scikit-learn, Python threading, plotnine(Python)
Climate Connect Ltd - Junior Data Scientist
Jun 2016 - Apr 2017, New Delhi/Pune, India
Developed an automated trading signals generation system in the European Emission Allowances market to assist a USA based client.
Decreased 85% in solar forecasting penalty for clients with ML forecasting system with scikit-learn. Automated cleaning, validation, storing of large CSV/ Excel files.
Optimised grouping of bidding blocks to increase margin for utility clients.
Technologies: Python crawler, R, ggplot, SQL, PHP, walk forward test, ROC curve
Vanitee - Data Analyst
Aug 2015 - May 2016, Singapore
Designed and automated KPI reporting processes, leading to a 7 hours reduction compared to previous manual reporting processes.
Identified key factors of customers behaviour using the stepwise regression.
Accessed effectiveness of online marketing campaigns to improve customer retention and lower customer acquisition costs
Technologies: R, SQL, Excel
Chuo University / Bachelor's Degree in Economics
Apr 2010 - Mar 2015, Japan
EM Strasbourg Business School / Finance & Management, Exchange Student
Sep 2013 - May 2014, France