Antti Silver Email & Phone Number

Helsinki Metropolitan Area

Courier route planning and task assignment

Helsinki Metropolitan Area

Helped in designing and building LLM finetuning automation for the SiloGen platform

Helsinki Metropolitan Area

* Led the creation of a 3D point cloud based object detector using deep neural networks* Author in 8 inventions claimed by the company for patenting* Technical writing for public funding applications, generating over 2M€ in grants and loans, including EU HORIZON and Business Finland projectsAutonomous driving in limited visibility and friction environments. Neural network based 3D object detection from LIDAR point clouds. Motion-based multi-sensor calibration. Team leadership, recruitment, project management. Software development (Python).

Helsinki Metropolitan Area

Provided advice to Huawei Research centre Helsinki on natural language processing (NLP) applications and took part in implementation (Python, Tensorflow). Model training, evaluation and deployment pipelines; natural language data sourcing, translation and quality analysis; model performance evaluation and root cause analysis; ML software development best practices.

Helsinki Metropolitan Area

In charge of specification and prioritization of product features. Management of the technical product development team. Participating in the design of the company strategy as a member of the strategic management team.

Helsinki Metropolitan Area

* Led the development of a company-wide neural network control engineering software framework, used in multiple client projects including process and robot control* Led the development of a mobile robot control software product PoC, from start to demonstration on client hardwareTechnical lead in a series of projects focusing on real-time control of a mobile robot. Responsible for daily work organization, core technical design and project delivery. Model-based reinforcement learning (MBRL), model-predictive control (MPC), system identification and state estimation with deep learning, uncertainty estimation with deep learning, real-time scheduling, simulator-based control engineering, software development (Python).

Helsinki Metropolitan Area

* Led the development of a product for data extraction from free-form pdf invoices, from start until first client deploymentResearch (NLP, Human-AI interaction, confidence modelling) and full-stack software development (frontend, backend, ML engineering) related to collaborative knowledge work automation.

Helsinki Metropolitan Area

* Designed and implemented a FB ad market data-aggregation and visualization platform* Designed and implemented a product feature to suggest optimization algorithm parameters based on historical dataStatistical analysis and full-stack software development (Ruby, Python, JavaScript, PHP).

Helsinki Metropolitan Area

* Publications in JMLR, Machine Learning Journal, Cognitive Science Journal, CHI conference, IUI conference, UMAP conference, NeurIPS workshop and ICML workshop* Dissertation graded "with distinction" (top 10%)* Developed the open source probabilistic programming library ELFI (elfi.readthedocs.io)* Instructed 4 BSc theses and 1 MSc thesisResearch on machine learning methods and applications related to user modelling and user interaction with machine learning models. Bayesian statistics, statistical inference, cognitive modelling, human-computer interaction. Member of the Probabilistic Machine Learning research group.

Helsinki Metropolitan Area

* Re-implemented a Perl-based CI pipeline in CMake, achieving over 50% reduction in build timeDeveloping and maintaining automated build and test systems (Jenkins, CMake). Implementing support for new web standards to a network node firewall product (C, C++, FPL).

Helsinki Metropolitan Area

* Publication in Engineering Applications of Artificial Intelligence Journal* Developed, maintained and instructed laboratory exercises on factory automation system implementationResearch related to modelling of smart grid systems. Assisting in teaching C and IEC 61131-3 programming. Building and maintaining research and teaching environments. Assisting in organization of university courses.

Doctor Of Science, Machine Learning, Completed With Distinction (Top 10%)

Research on machine learning methods and applications related to user modelling and user interaction with machine learning models Doctoral.

Master Of Science, Computer Systems In Automation, Gpa 4.9 / 5.0, Completed With Distinction

Major: Computer Systems in Automation Minor: Computational Science and Engineering MSc thesis: Feasibility of Agent Based Modeling.

Bachelor Of Science, Automation And Control Engineering, Gpa 4.8 / 5.0, Completed With Honours

Major: Automation and Control Engineering Minor: Extended Curriculum in Science BSc thesis: Methods of Adaptive Control

Education record

Ylioppilas