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
- Angular 1 - Basics & Components & Databinding & Directives
- Angular 2 - Services & DI & Routing
- Angular 3 - Observable
- Angular 4 - Forms
- 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
- 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
- Dimensionality Reduction: t-SNE & UMAP •
- DS & ML with Mac M1 •
- K-Means & K-Medoids Clustering •
- K-Shape 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
- Simple AutoEncoder (AE) •
- 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 JSON •
- Python List
- Python Loop
- Python PEP 8 : Style Guide
- Python references •
- Python sys & os •
- Python Tuple •
- Python: Input & Output
- Regular Expression in Python •
- Sphinx & reStructuredText & docstring •
R Lang
Angular
- Angular 1 - Basics & Components & Databinding & Directives
- Angular 101 • †
- Angular 2 - Services & DI & Routing
- Angular 3 - Observable
- Angular 4 - Forms
- Angular good practices • †
- Angular good to read • †
- Angular HTTPS localhost
- Angular Unit Tests •
- Firebase (with Angular) • †
- Unit Testing with JestJS •
Algorithms
Gaming & Puzzles
Others
- AIO components
- Computer & Internet tips •
- Favorite Github repositories
- For me only
- Fresh MacOS installation
- Fresh Ubuntu / Pop!_OS Installation
- Fresh Windows 10 Installation
- GoPro 101 •
- iOS & watchOS & Android •
- Kindle & Calibre & Ebooks
- My bookmarks •
- My reading list
- Useful tools for working & studying