Davide Burba
Backend Developer at Datapred- Claim this Profile
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Experience
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Datapred
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Switzerland
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Software Development
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1 - 100 Employee
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Backend Developer
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Feb 2023 - Present
Bellinzona, Ticino, Switzerland • Developed and maintained backend features for a SaaS product, averaging 200+ contributions/month. Addressed technical debt to ensure system stability. Played a major role in achieving a 10x customer growth. • Collaborated closely with the data science team to streamline machine learning operations, and supervise the implementation of forecasting and optimization models. Facilitated operations via self-service environments. • Supported development operations by employing CI/CD pipelines,… Show more • Developed and maintained backend features for a SaaS product, averaging 200+ contributions/month. Addressed technical debt to ensure system stability. Played a major role in achieving a 10x customer growth. • Collaborated closely with the data science team to streamline machine learning operations, and supervise the implementation of forecasting and optimization models. Facilitated operations via self-service environments. • Supported development operations by employing CI/CD pipelines, AWS services (ECS, RDS, S3), and employing Terraform for infrastructure setup, contributing to create a scalable and reliable infrastructure.
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Data Scientist
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May 2021 - Jan 2023
Lausanne, Vaud, Switzerland • Developed models to forecast prices and optimize trading under custom constraints, achieving a 3-7% cost reduction in the customer purchasing process of commodity futures contracts (power, gas, CO2, vegetable oils). • Built internal libraries to speed up and standardize the development of new models. Built an end-to-end autoML forecasting pipeline, reducing time to market by 75%. • Collaborated with cross-functional teams to define and implement project requirements and timelines.
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Inventec
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Taiwan
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Computer Hardware Manufacturing
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700 & Above Employee
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AI Research Engineer
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Feb 2020 - Mar 2021
Taipei City, Taiwan • Won 1st place at a competition by USAID, aiming at predicting contraceptive consumption at the pharmacy level. • Published 2 papers and 4 patents in the fields of medical AI (to predict diseases based on ECG) and forecasting (hierarchical time series reconciliation).
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Giotto Compliance
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Switzerland
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Software Development
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1 - 100 Employee
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Machine Learning Engineer/Consultant
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Aug 2018 - Feb 2020
Lausanne Area, Switzerland • Built a system to detect events from news via word embedding and graph analysis. • Developed demand forecasting and anomaly detection models for manufacturing and shipping companies. • Published a blog article on the Mapper algorithm for topological data analysis. • Working periods: Aug 2018 – Jan 2019, Dec 2019 - Feb 2020
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Education
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Politecnico di Milano
Master's degree, Mathematical Engineering - Major in Applied Statistics -
Université catholique de Louvain
Erasmus -
Politecnico di Milano
Bachelor Degree, Mathematical Engineering