kevin-tofu

Focal Loss, Implementation in PyTorch

2 min read

MachineLearning

Focal Loss, Implementation in PyTorch

kevin-tofu August 9, 2024

About https://arxiv.org/abs/1708.02002 The Focal Loss is a loss function designed to solve class imbalance problems, especially when...

Shutdown Linux Computer after you leave

1 min read

Tech

Shutdown Linux Computer after you leave

kevin-tofu August 9, 2024

About I will take a leave before regular time today. To enjoy summer vacation earlier than the...

Parallel Bayesian Optimization of Multiple NoisyObjectives with Expected Hypervolume Improvement

1 min read

Uncategorized

Parallel Bayesian Optimization of Multiple NoisyObjectives with Expected Hypervolume Improvement

kevin-tofu August 7, 2024

qNoisyExpectedHypervolumeImprovement https://botorch.org/tutorials/multi_objective_bo https://botorch.org/docs/multi_objective https://arxiv.org/abs/2310.20708 https://arxiv.org/abs/2105.08195 https://proceedings.neurips.cc/paper/2021/hash/11704817e347269b7254e744b5e22dac-Abstract.html

Basic Structure of Multipart/Form-Data

1 min read

Tech

Basic Structure of Multipart/Form-Data

kevin-tofu August 4, 2024

About Understanding of Http Request structure would help you to implement code. For example, It lets you...

ESP32 Post an Image to http server as client

3 min read

Tech

ESP32 Post an Image to http server as client

kevin-tofu August 4, 2024

About In the former article (https://eye.kohei-kevin.com/2024/05/24/esp32-cam-image-webserver/), I wrote the code to enable the ESP32 to function as...

Multi-Task Gaussian Process

4 min read

MachineLearning

Multi-Task Gaussian Process

kevin-tofu July 31, 2024

About Multi-Output(MOGP) and Multi-Task(MTGP) In BoTorch document, it mentions that the multi-task and multi-output gaussian processes are...

Specify Python Root Directory

1 min read

Tech

Specify Python Root Directory

kevin-tofu July 24, 2024

Specifying the Python root directory is good to set in order to clarify which directory is root....