I'm a Vietnamese guy who has a curious mind. I'd like to learn something new every day. I'm a PhD in Applied Maths and currently a Data Scientist. You find in this site my notes which are taken when I've found something new in Data Science and Web Developement.
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 extra •
- Reading - DL with Python • †
- Resources for DS & ML & DL
- Simple AutoEncoder (AE) •
- Tensorflow extra •
- 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 extra
- Numpy extra
- Pandas extra
- Pytest •
- Python Classes & Objects
- Python Dictionary •
- Python Exception •
- Python extra
- 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 Unit Tests
- Firebase (with Angular) • †
- Unit Testing with JestJS •
- Web Dev tools & resources