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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.
Go to the profile of Piotr Tempczyk
Piotr Tempczyk
Drive faster with machine learning

Drive faster with machine learning

Racing drivers hate him for this one simple trick
Go to the profile of Maciek Dziubiński
Maciek Dziubiński
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.
Go to the profile of Piotr Tempczyk
Piotr Tempczyk
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.
Go to the profile of Piotr Kozakowski
Piotr Kozakowski
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.
Go to the profile of Piotr Tempczyk
Piotr Tempczyk
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.
Go to the profile of Filip Nabrdalik
Filip Nabrdalik
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.
Go to the profile of Piotr Tempczyk
Piotr Tempczyk
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”.
Go to the profile of Maciek Dziubiński
Maciek Dziubiński
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.
Go to the profile of Maciek Dziubiński
Maciek Dziubiński
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.
Go to the profile of Maciek Dziubiński
Maciek Dziubiński
A Deeper Insight Into Face Authorization System

A Deeper Insight Into Face Authorization System

Technical details of the end-to-end open-source solution.
Go to the profile of Piotr Tempczyk
Piotr Tempczyk
Several tips on building Machine Learning pipelines

Several tips on building Machine Learning pipelines

Based on processing EEG signals in python for seizure prediction.
Go to the profile of Krzysztof Leszczyński
Krzysztof Leszczyński
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.
Go to the profile of Maciek Dziubiński
Maciek Dziubiński
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.
Go to the profile of Maciek Dziubiński
Maciek Dziubiński
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.
Go to the profile of Maciek Dziubiński
Maciek Dziubiński
Visualizing LSTM Networks

Visualizing LSTM Networks

Australian sign language model visualization.
Go to the profile of Piotr Tempczyk
Piotr Tempczyk
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