I designed, architected, and developed an end-to-end automation pipeline for purchase invoice processing across our Finnish, Norwegian, and Swedish client base. The system includes (among other things) client based data preprocessing, model training, model deployment and inference. Using TensorFlow (TFJS) on Docker, the system efficiently manages 1,000,000 monthly invoices and handles 150,000 unique model training requests per month, serving 30,000 clients.A key aspect involves custom code enabling automatic Docker container deployment on AWS EC2 Spot instances. This setup dynamically optimizes instance types and availability zones for cost efficiency.The solution also includes "Progressive Automation" feature that is able to determine if the predicted invoice can be automatically accounted without any involvement from an accountant.

FabricAI uses Intelligence Augmentation to remove repetitive tasks from accountants work allowing accountants to make critical decision on the data that has been digested by artificial intelligence. FabricAI’s Artificial Intelligence recognizes the respective accounts and VAT’s by individual rows. The accountant has to only skim and confirm the recommendations provided by FabricAI speeding up the accounting process by 10x.I'm in charge of the development of our AI that is used to e.g predict accounts for items in purchase invoices.

Tripper is the world's fastest travel expense app - we have a patented the method that we use to generate trips and expenses without requiring the user to write anything.I'm responsible for the overall design of the app, the backend logic for handling receipts and trips, and the AI used to evaluate data and generate suggestions.

My job, as an entrepreneur in a small start-up firm, included almost every task imaginable from consulting to marketing. Our firm is currently one of the leading providers of CE marking related services in Finland. In one year, we have had the pleasure to help almost two-dozen Finnish SMEs with their CE marking projects. We have helped companies with extremely diverse product portfolios - from steel and aluminum structures to shower curtains and from traffic signs to static thermoplastic tanks.From the beginning we have invested heavily on marketing, development and productization of CE marking service. Especially due to our productization efforts, we can promise our customer to expect to get the CE marking in the shortest time possible (our record is four business days from beginning to a written Declaration of performance).

Innover Rahoitus, or iRahoitus (www.irahoitus.fi) helps Finnish SMEs to apply for the EU's Horizon 2020 funding.

I worked as a lifeguard being responsible for the safety of our park's customers.In addition, I performed various customer service related duties and participated in weekly trainings to hone my life saving skills.

My job was to promote and sell a range of products to consumers in various venues around Tampere.