All notes on this site

Project-based Learning

Mountain vs Beach Classifier
Setting up a café in Ho Chi Minh City
Small projects for understanding concepts •
Titanic Disaster on Kaggle

MOOC

DL 1 - NN and DL
DL 2 - Improving DNN: Tuning, Regularization and Optimization
DL 3 - Structuring ML Projects
DL-4-CNN by deeplearning.ai
DL-5-Sequence models by deeplearning.ai
IBM DS Professional Certificate (9 courses)
ML by Andrew
MOOC: Angular 1 - Basics & Components & Databinding & Directives
MOOC: Angular 2 - Services & DI & Routing
MOOC: Angular 3 - Observable
MOOC: Angular 4 - Forms
NLP by HSE • †
TF 1 - Intro to TensorFlow for AI, ML, DL
TF 2 - CNN in TensorFlow
TF 3 - NLP in TensorFlow
TF 4 - Sequences, TS and Prediction

Machine Learning

Confusion matrix & f1-score
DBSCAN / HDBSCAN Clustering •
Decision Tree Classifier
Decision Tree Regression
K-Means & K-Medoids Clustering •
Mean Shift clustering •
Metrics for clustering
Pipeline & GridSearch •
Principal Component Analysis (PCA)
Random Forest
Support Vector Machine (SVM)

Data Science

Data Aggregation
Data Combining
Data Overview
Data Processing & Cleaning
Datasets Collection
Resources for DS & ML & DL

Deep Learning

Basic AutoEncoder (AE) •
HOG (Histogram of Oriented Gradients) •
PyTorch discrete note •
R-CNN & Fast R-CNN & Faster R-CNN & Mask R-CNN •
Tensorflow discrete note •

Time Series

Date / Time discrete note •
Dynamic Time Warping (DTW) •
Time Series discrete note •
tsfresh •

MLOps

A workflow for creating a Docker image with support for TensorFlow, PyTorch, and GPU
Docker + GPUs
Docker 101
DS & ML with Mac M1
WSL 2 on Windows

Python

Matplotlib discrete note
Numpy discrete note
Pandas discrete note
Pytest •
Python Classes & Objects
Python Dictionary •
Python discrete note
Python Exception •
Python Functions
Python Installation
Python List
Python Loop
Python PEP 8 : Style Guide
Python references •
Python sys & os •
Python: Input & Output
Regular Expression in Python •
Sphinx & reStructuredText & docstring •

Prob & Stats

Earth mover’s distance •
Gamler Ruin Problem
Kolmogorov–Smirnov Test •
p-value •

Angular

Angular 101 (archived) •
Angular animation •
Angular HTTPS localhost
Angular Unit Testing •
Unsubscribe techniques •

JavaScript

JavaScript 101 •
JS discrete notes
Reading: YDKJSY 1 - Getting Start •
RxJS discrete notes •
TypeScript discrete notes •
Unit Testing with JestJS •

Web Dev

11ty + Nunjucks
Build a website with Wordpress and Gatsby — Part 1 Foreword & Setting up
Build a website with Wordpress and Gatsby — Part 2 Building the components
Centralize paths of svg images
Creating a Chrome extension • †
CSS / SCSS discrete notes •
Dark / Light mode for static sites
Domain & DNS •
Gatsby 101
Gatsby Images
Gitbook •
Jekyll + Liquid
MongoDB • †
MongoDB with NestJS •
NestJS •
Next.js & Wordpress
NodeJS & NPM •
RunJS notes & snippets •
Using .env file in a Node.js project
Web Design discrete note •
Web Dev tools & resources
Wordpress Docker
Wordpress Installation
Wordpress: Cleanup and Optimization tips
Working with images in markdown files and static sites (11ty)
Yarn •

API & Services

GCP AIO Notes •
Google APIs
Google Colab
Google Vertex AI
ngx-bootstrap
Notion and 11ty
Notion things †
REST API with cURL •
Using one service account for multiple GCP projects

Algorithms

Problem solving 1 •

Skills

Bash (Unix Shell)
Git
Github •
Gitkraken •
Jupyter Notebook
Linux notes
Local connection between 2 computers
Screen
SSH
Terminals + ZSH
VSCode

Gaming & Puzzles

Nintendo Switch things
PvZ Battle For Neighborville •
Zelda: BOTW •

Others

"Blog" vs "Notes" on this site?
AIO components on this site
Computer & Internet tips •
Favorite Github repositories
For me only
Fresh MacOS installation
Fresh Ubuntu / Pop!_OS Installation
Fresh Windows 10 Installation
GoPro + iMovie / Final Cut •
Kindle & Calibre & Ebooks
My reading list
Screen recording with system sound on MacOS
Useful tools for working & studying
• Draft
† Private
Outside
Blog posts
Support Thi Support Thi