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The Intuitive Policy Gradient

Notes on deriving the policy gradient theorem ...more

February 08, 2025 #policy gradient #reinforcement learning #machine learning

The Intuitive VAE

Notes on deriving VAE with intuitive math ...more

August 25, 2024 #vae #generative model #machine learning

Transformation of Probabilistic Distributions

Motivation To use rsample or not to use rsample, that is a question. If you ever come across the above when implementing a deep learning algorithm, … ...more

April 14, 2023 #math #reinforcement learning #machine learning

VLAN Configuration by Examples

Why am I writing this? As I worked on upgrading my home network with a NixOS router, I found myself once again needing to update the VLAN configuratio… ...more

February 11, 2023 #vlan #networking #switch #homelab

Brief Notes on Tech Leading

What I have learnt from managing software engineering teams ...more

July 05, 2021 #management #engineering

Minimalist's Kalman Filter Derivation, Part II

From Bayes Filter to Multivariate Kalman Filter ...more

September 25, 2020 #robotics #control #statistics

Minimalist's Kalman Filter Derivation, Part I

Motivation State estimation has many applications in general robotics, for example autonomous driving localization and environment prediction. Kalman … ...more

August 03, 2020 #robotics #control #statistics

Declarative Docekr Container Service in NixOS

Replace docker-compose with Nix Using Filerun as An Example ...more

May 24, 2020 #docker #service #filerun #nixos
Recent
The Intuitive Policy Gradient
The Intuitive VAE
Transformation of Probabilistic Distributions
VLAN Configuration by Examples
Brief Notes on Tech Leading
Minimalist's Kalman Filter Derivation, Part II
Minimalist's Kalman Filter Derivation, Part I
Declarative Docekr Container Service in NixOS
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