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Acta Schola Automata Polonica
Scientific blog about artificial intelligence and machine learning
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Topology of a latent space: Few potential problems shown with low dimensional synthetic datasets.
Topology of a latent space: Few potential problems shown with low dimensional synthetic datasets.
Exploring latent space dimensionality impact on reconstruction error and sample quality in deep latent variable models.
Piotr Tempczyk
Jan 13, 2022
Drive faster with machine learning
Drive faster with machine learning
Racing drivers hate him for this one simple trick
Maciek Dziubiński
Jan 3, 2022
Topology of a latent space: What can go wrong with the representation in a deep latent variable…
Topology of a latent space: What can go wrong with the representation in a deep latent variable…
How to learn a good representation in deep generative models.
Piotr Tempczyk
Aug 9, 2020
Model-based reinforcement learning for Atari
Model-based reinforcement learning for Atari
How to tackle the problem of learning visual models and using them to aid the agent in the context of Atari games.
Piotr Kozakowski
Jul 26, 2020
In-depth look into PRL — the new reinforcement learning framework in Python
In-depth look into PRL — the new reinforcement learning framework in Python
Open-source library for a reinforcement learning research.
Piotr Tempczyk
Feb 7, 2020
How to record data for reinforcement learning agent from any game on Linux
How to record data for reinforcement learning agent from any game on Linux
Short article about recording any linux game data using python and bash.
Filip Nabrdalik
Jan 30, 2020
PRL — a novel approach to building a reinforcement learning framework in Python
PRL — a novel approach to building a reinforcement learning framework in Python
Open-source library for a reinforcement learning research.
Piotr Tempczyk
Oct 22, 2019
Training a neural network for driving an autonomous RC car
Training a neural network for driving an autonomous RC car
About machine learning and mobile robotics, and how “they go together like a horse and carriage”.
Maciek Dziubiński
Sep 1, 2019
From semantic segmentation to semantic bird’s-eye view in the CARLA simulator
From semantic segmentation to semantic bird’s-eye view in the CARLA simulator
Building a neural network for reconstructing the top-down view from four side cameras.
Maciek Dziubiński
May 13, 2019
Introduction to the CARLA simulator: training a neural network to control a car (Part 2)
Introduction to the CARLA simulator: training a neural network to control a car (Part 2)
Training neural network models on data gathered with two deterministic controllers, and my non-deterministic self.
Maciek Dziubiński
Mar 14, 2019
A Deeper Insight Into Face Authorization System
A Deeper Insight Into Face Authorization System
Technical details of the end-to-end open-source solution.
Piotr Tempczyk
Feb 19, 2019
Several tips on building Machine Learning pipelines
Several tips on building Machine Learning pipelines
Based on processing EEG signals in python for seizure prediction.
Krzysztof Leszczyński
Dec 3, 2018
Introduction to the CARLA simulator: training a neural network to control a car (Part 1)
Introduction to the CARLA simulator: training a neural network to control a car (Part 1)
Intro to CARLA + simple controller for collecting data + training a neural network for steer control.
Maciek Dziubiński
Nov 27, 2018
Experiences and thoughts from the 3rd F1/10th competition
Experiences and thoughts from the 3rd F1/10th competition
The F1/10th is a racing competition for autonomous, electric car models.
Maciek Dziubiński
Oct 28, 2018
FaceNet with memory vs. synthetic faces
FaceNet with memory vs. synthetic faces
We test FaceNet’s performance on a set of unconventional faces and show how to stitch it with a memory module.
Maciek Dziubiński
May 22, 2018
Visualizing LSTM Networks
Visualizing LSTM Networks
Australian sign language model visualization.
Piotr Tempczyk
Mar 17, 2018
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