hiHi! I'm Thi

I am a Vietnamese with a curious mind. I would like to learn something new every day. I also have a PhD in Applied Mathematics and currently work as a Data Scientist. On this page, you can find the notes I made when I discovered something new in the fields of Data Science and Web Development.

Contact 📋 My CV 🎨 My sketches 📚 Reading list 🍲 I cook

Blog

Working with images in markdown files and 11ty

Note icon Notes

Project-based Learning

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

MOOC

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

Machine Learning

ML by Andrew
DS & ML with Mac M1
Resources for DS & ML & DL
Metrics for clustering
Datasets Collection
Mean Shift clustering •
DBSCAN / HDBSCAN Clustering •
Pipeline & GridSearch •
Random Forest
Decision Tree Regression
Confusion matrix & f1-score
K-Means & K-Medoids Clustering •
Principal Component Analysis (PCA)
Support Vector Machine (SVM)
Decision Tree Classifier

Data Science

DS & ML with Mac M1
Resources for DS & ML & DL
Datasets Collection
Data Overview
Data Processing & Cleaning
Data Combining
Data Aggregation

Deep Learning

NLP by HSE University • †
DL 5 - Sequence models
DL 4 - CNN
Tensorflow discrete note •
DS & ML with Mac M1
Resources for DS & ML & DL
TF 4 - Sequences, TS and Prediction
Datasets Collection
TF 3 - NLP in TensorFlow
TF 2 - CNN in TensorFlow
TF 1 - Intro to TensorFlow for AI, ML, DL
DL 3 - Structuring ML Projects
DL 2 - Improving DNN: Tuning, Regularization and Optimization
DL 1 - NN and DL
PyTorch discrete note •

Time Series

Dynamic Time Warping (DTW) •
TF 4 - Sequences, TS and Prediction
Time Series discrete note •
tsfresh •
Date / Time discrete note •

NLP

NLP by HSE University • †
DL 5 - Sequence models
Resources for DS & ML & DL
Datasets Collection
TF 3 - NLP in TensorFlow

MLOps

Docker + GPUs
Docker 101
Google Vertex AI
DS & ML with Mac M1
WSL 2 on Windows

Python

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

Prob & Stats

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

Angular

Angular discrete note
Angular Unit Tests •
Angular 101 • †
Angular animation •
Unsubscribe techniques •
Angular HTTPS localhost
MOOC: Angular 4 - Forms
MOOC: Angular 3 - Observable
MOOC: Angular 2 - Services & DI & Routing
MOOC: Angular 1 - Basics & Components & Databinding & Directives

JavaScript

TypeScript discrete notes •
RxJS discrete notes •
JS discrete notes
Google APIs
JavaScript 101 •
Reading: YDKJSY 1 - Getting Start •
Using .env file in a Node.js project
JavaScript discrete note
Dark / Light mode for static sites

Web Dev

RunJS notes & snippets •
Gatsby 101
NestJS •
CSS / SCSS discrete note •
Web Design discrete note •
Centralize paths of svg images
11ty + Nunjucks
NodeJS & NPM •
Using .env file in a Node.js project
Wordpress Docker
Wordpress Installation
Dark / Light mode for static sites
Web Dev tools & resources
Domain & DNS •
Making a Wordpress theme 101 •
Gatsby Images
Gitbook •
Jekyll + Liquid

API & Services

GCP AIO Notes •
Google Colab
Google Vertex AI
REST API with cURL •
Google APIs

Algorithms

Problem solving 1 •

Skills

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

Gaming & Puzzles

PvZ Battle For Neighborville •
Nintendo Switch things
The Lengend of Zelda: Breath of the wild •

Others

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