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.
MOOC
- DL 1 - NN and DL
- DL 2 - Improving DNN: Tuning, Regularization and Optimization
- DL 3 - Structuring ML Projects
- DL 4 - CNN
- DL 5 - Sequence models
- 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 University • †
- 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
- Datasets Collection
- DBSCAN / HDBSCAN Clustering •
- Decision Tree Classifier
- Decision Tree Regression
- DS & ML with Mac M1 •
- K-Means & K-Medoids Clustering •
- Mean Shift clustering •
- Metrics for clustering
- ML by Andrew
- Pipeline & GridSearch •
- Principal Component Analysis (PCA)
- Random Forest
- Reading - Hands-On ML with Scikit-learn, Keras & TF • †
- Resources for DS & ML & DL
- Support Vector Machine (SVM)
Deep Learning
- Datasets Collection
- DL 1 - NN and DL
- DL 2 - Improving DNN: Tuning, Regularization and Optimization
- DL 3 - Structuring ML Projects
- DL 4 - CNN
- DL 5 - Sequence models
- DS & ML with Mac M1 •
- NLP by HSE University • †
- PyTorch discrete note •
- Reading - DL with Python • †
- Resources for DS & ML & DL
- Tensorflow discrete note •
- 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
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 •
Angular
- Angular 101 • †
- Angular animation •
- Angular good practices • †
- Angular good to read • †
- Angular HTTPS localhost
- Angular Unit Tests •
- Firebase (with Angular) • †
- MOOC: Angular 1 - Basics & Components & Databinding & Directives
- MOOC: Angular 2 - Services & DI & Routing
- MOOC: Angular 3 - Observable
- MOOC: Angular 4 - Forms
- Unit Testing with JestJS •
- Unsubscribe techniques •
Web Dev
- 11ty + Nunjucks
- Centralize paths of svg images
- CSS / SCSS discrete note •
- Dark / Light mode for static sites
- Domain & DNS •
- Gatsby 101
- Gatsby Images
- Gitbook •
- Jekyll + Liquid
- Making a Wordpress theme 101 •
- NodeJS & NPM •
- Using .env file in a Node.js project
- Web Design discrete note •
- Web Dev tools & resources
- Wordpress Docker
- Wordpress Installation