Hello,

Here is project portfolio of work I have built and been part of building.

Regards,
Eemeli Vaskelainen

Hello,

Here is project portfolio of work I have built and been part of building.

Regards,
Eemeli Vaskelainen

Selected Professional Work

Selected Professional Work

Selected Professional Work

End-to-End ML Pipeline | 2025 - Present

End-to-End ML Pipeline | 2025 - Present

End-to-End ML Pipeline
2025 - Present

Development of end-to-end machine learning pipeline including data ingestion, prepossessing, unification, distributed model training, evaluation, and deployment.

In this project I have worked for example with: Python, PyTorch, Ray, AWS, Docker, Linux

Development of end-to-end machine learning pipeline including data ingestion, prepossessing, unification, distributed model training, evaluation, and deployment.

In this project I have worked for example with: Python, PyTorch, Ray, AWS, Docker, Linux

Deep Neural Network | 2025 - Present

Deep Neural Network | 2025 - Present

Deep Neural Network
2025 - Present

Development of custom DNN combining various breakthroughs from top of the field papers with additional novel twists.

In this project I have worked for example with: Python, PyTorch, Ray, AWS, Docker, Linux

Development of custom DNN combining various breakthroughs from top of the field papers with additional novel twists.

In this project I have worked for example with: Python, PyTorch, Ray, AWS, Docker, Linux

Data Bridge | 2025

Data Bridge | 2025

Data Bridge
2025

Development of data bridge with capability to serve numerous sensors at the edge of the network connecting them to cloud backend now establishing two-way concurrent flow of encrypted data with high reliability.

In this project I worked for example with: Python, Bleak, BLE, BlueZ, MQTT, Linux

Development of data bridge with capability to serve numerous sensors at the edge of the network connecting them to cloud backend now establishing two-way concurrent flow of encrypted data with high reliability.

In this project I worked for example with: Python, Bleak, BLE, BlueZ, MQTT, Linux

Data Collection Solutions | 2023 - 2025

Data Collection Solutions | 2023 - 2025

Data Collection Solutions
2023 - 2025

Development of various AI training data collection solutions for a client, where Nvidia Jetson was the target hardware. Data was collected from sensors including cameras and LIDARs.

In this project I worked for example with: Python, C++, CUDA, DDS, CAN, RTSP, MQTT, MCAP, ROS2, Docker, Azure, Linux

Development of various AI training data collection solutions for a client, where Nvidia Jetson was the target hardware. Data was collected from sensors including cameras and LIDARs.

In this project I worked for example with: Python, C++, CUDA, DDS, CAN, RTSP, MQTT, MCAP, ROS2, Docker, Azure, Linux

Edge AI Migration | 2024

Edge AI Migration | 2024

Edge AI Migration
2024

During the proof-of-concept phase of the project, focus was on identifying and implement necessary changes to be done to existing solution developed for another target. In the productization phase focus shifted to help our client to migrate developed software to be run now in Nvidia Jetson.

In this project I worked for example with: Python, PyTorch, CUDA, Docker, AMQP, REST, Linux

During the proof-of-concept phase of the project, focus was on identifying and implement necessary changes to be done to existing solution developed for another target. In the productization phase focus shifted to help our client to migrate developed software to be run now in Nvidia Jetson.

In this project I worked for example with: Python, PyTorch, CUDA, Docker, AMQP, REST, Linux

Reinforcement Learning Template | 2024

Reinforcement Learning Template | 2024

Reinforcement Learning Template
2024

Development of reinforcement learning template to be used as a foundation for simulation-based AI training. Template laid foundation for training neural network using double Q-learning to solve autonomous decision-making tasks.

In this project I worked for example with: PyTorch, CUDA, Python, Docker

Development of reinforcement learning template to be used as a foundation for simulation-based AI training. Template laid foundation for training neural network using double Q-learning to solve autonomous decision-making tasks.

In this project I worked for example with: PyTorch, CUDA, Python, Docker

Software For Autonomy | 2022 - 2024

Software For Autonomy | 2022 - 2024

Software For Autonomy
2022 - 2024

Project where the focus was to increase expertise in the context of robotics and autonomous vehicles. During project, I contributed by developing various software proof-of-concepts.

In this project I worked for example with: ROS2, Docker, Python, C++, O3DE, AWS, Jenkins, Linux

Project where the focus was to increase expertise in the context of robotics and autonomous vehicles. During project, I contributed by developing various software proof-of-concepts.

In this project I worked for example with: ROS2, Docker, Python, C++, O3DE, AWS, Jenkins, Linux

Selected Side Projects

Selected Side Projects

Selected Side Projects

Manta Pipeline | In Progress

Manta Pipeline | In Progress

Implements single definition paradigm, enabling easy orchestration and observability of end-to-end ML pipelines. Open source extension for Ray compute engine.

Implements single definition paradigm, enabling easy orchestration and observability of end-to-end ML pipelines. Open source extension for Ray compute engine.

Tailcaster | 2024

Tailcaster | 2024

Bluetooth music player, concept product which included GUI developed from scratch together with computer vision based interaction.

In this project I worked for example with: C++, Python, GLSL, OpenGL, X11, MediaPipe, ZMQ, Protobuf, Bluetooth, Yocto, PyTorch, Linux

Bluetooth music player, concept product which included GUI developed from scratch together with computer vision based interaction.

In this project I worked for example with: C++, Python, GLSL, OpenGL, X11, MediaPipe, ZMQ, Protobuf, Bluetooth, Yocto, PyTorch, Linux

Soundwaves | 2021

Soundwaves | 2021

Sound visualizer software which included floating node-based UI, high performance custom rendering, and video encoding.

In this project I worked for example with: C++, GLSL, OpenGL, ImGUI, AVC

Sound visualizer software which included floating node-based UI, high performance custom rendering, and video encoding.

In this project I worked for example with: C++, GLSL, OpenGL, ImGUI, AVC