Experience

Silo AI

• Finland
• Research Services
• 100 - 200 Employee

• Senior AI Engineer

  • Feb 2021 - Present

  Helsinki, Southern Finland, Finland Scoping, implementing and delivering AI solutions for clients based upon most recent advances in machine learning. I am working in client projects and internal product development (between projects). For a large international retailer (revenue over $20B): - Work both in an AI product team and in several AI platform teams supporting 10-20 AI product teams - Take part in design and implementation of online content personalization recommender system. Python, bash, FastAPI, Docker… Show more Scoping, implementing and delivering AI solutions for clients based upon most recent advances in machine learning. I am working in client projects and internal product development (between projects). For a large international retailer (revenue over $20B): - Work both in an AI product team and in several AI platform teams supporting 10-20 AI product teams - Take part in design and implementation of online content personalization recommender system. Python, bash, FastAPI, Docker, Kubernetes, SQL, Seldon, Kubernetes, Azure cloud functions, Event hubs, API Management, Azure devops, Databricks, Terraform - Design and implement reference architecture for model deployment, online model serving and batch inference (MLOps) as a part of ML platform team. GCP, Vertex AI, Github actions, Python - Design and implement ML Platform solutions and best practices for scalable ML as a part of ML platform team. GCP, Vertex AI, Kubeflow pipelines, Python, Docker, Github actions, Dataflow, dbt, BigQuery - In-house Airflow orchestration platform development. Airflow, Kubernetes, Python, Azure devops, Helm, Docker, Terraform, Azure - Review and test orchestration solutions. Airflow, Astronomer, Prefect, Dagster, Flyte, Cloud composer, Vertex Pipelines - Design and implement multitenancy layer for Kubernetes using GitOps and namespace-as-a-service-approach allowing for managing multiple clusters. Kubernetes, Helm, Azure devops, Python, bash - Implement integration to internal API gateway solution for ML application template application. Python, Azure devops, bash, Cloud run - Take part in platform tooling design and development. Help AI product teams with various concerns Show less



Houston Analytics Ltd

• Finland
• IT Services and IT Consulting
• 1 - 100 Employee

• Machine Learning Engineer

  • Nov 2019 - Feb 2021

  Helsinki Area, Finland I worked with both data engineering and data science doing product development and consulting. I mostly used Python, AWS and Azure cloud, docker and various databases. For example: - Helped to build early-stage analytics product consisting of ETL pipelines, data model, cloud infrastructure, machine learning model pipeline, APIs, reporting and user interfaces - Set up scalable container-based infrastructure to serve both online, batch and parallel processing needs (Batch, ECS, ECR… Show more I worked with both data engineering and data science doing product development and consulting. I mostly used Python, AWS and Azure cloud, docker and various databases. For example: - Helped to build early-stage analytics product consisting of ETL pipelines, data model, cloud infrastructure, machine learning model pipeline, APIs, reporting and user interfaces - Set up scalable container-based infrastructure to serve both online, batch and parallel processing needs (Batch, ECS, ECR, CloudWatch) - Built a multi-model infrastructure (Docker, Batch, S3, RDS, Travis CI, Python) with CI/CD and devops - Built multi-customer data model and databases with version control (PostgresSQL, Alembic, SQLALchemy) - Helped to build and deploy machine learning models for use cases in different industries

• Senior Data Scientist

  • Oct 2018 - Oct 2019

  Helsinki Area, Finland

• Analyst

  • May 2018 - Sep 2018

  Helsinki Area, Finland



University of Helsinki

• Finland
• Higher Education
• 700 & Above Employee

• Full-time student

  • Nov 2016 - Feb 2018

  Helsinki Area, Finland I studied psychology and statistical methods for 1 year 4 months at the university.



OpusCapita

• Finland
• IT Services and IT Consulting
• 200 - 300 Employee

• Lead Consultant

  • Feb 2016 - Oct 2016

  Helsinki Area, Finland Implementation of Opuscapita Invoices systems to Finnish and international clients together with the project team, both business process and IT solution consultation, taking part in project management, project planning, sales support and product development



Sanoma Markkinointi Routa

• Finland
• Advertising Services
• 1 - 100 Employee

• Junior controller

  • Nov 2015 - Jan 2016

  Finland Short fixed-term project to build a new budgeting tool for a digital marketing company



Sievo

• Finland
• Software Development
• 200 - 300 Employee

• Solution Consultant

  • Jun 2014 - Jun 2015

  Helsinki Procurement and spend analytics SaaS solution implementations, spend classification workshops, business validation, client trainings, assisting in project management



Vantaan kaupunki - Vanda stad - City of Vantaa

• Government Administration
• 700 & Above Employee

• Senior adviser

  • Feb 2012 - Feb 2014

  Vantaa, Finland Procurement project management and execution (social and health care services), contract management, dialogue with the suppliers



Hedgehog Oy

• Analyst

  • Apr 2009 - Oct 2011

  Espoo, Finland I worked as an analyst in a small investment and proprietary trading firm that markets investment products to professional investors. I did backtesting, development and analysis of existing of automated trading algorithms, trading, stock analysis and stock picking



Aalto University

• Finland
• Higher Education
• 700 & Above Employee

• Research assistant

  • Jan 2008 - Sep 2008

  Espoo, Finland Development of discrete-time simulation system for demand responsive public transportation, economic analysis, algorithm development

• Part-time teacher

  • Jan 2007 - Dec 2007

  Espoo, Finland Part-time teacher during the semesters for the course ”Computational assignments in applied mathematics"



VATT Institute for Economic Research

• Finland
• Research
• 1 - 100 Employee

• Trainee

  • May 2007 - Sep 2007

  Risk analysis and data collection related to flood damages, analysis of competition in electricity markets



Sirindhorn International Institute of Technology (SIIT), Thammasat University

• Thailand
• Higher Education
• 100 - 200 Employee

• Trainee

  • Jun 2006 - Sep 2006

  Pathum Thani, Thailand Development of production planning model for a manufacturing company