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.
Project-based Learning
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 •
- 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)
Data Science
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
- NLP by HSE University • †
- PyTorch extra •
- Reading - Deep Learning 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
Time Series
NLP
MLOps
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
Prob & Stats
JavaScript
Web Dev
Algorithms
Skills
Gaming & Puzzles
OthersNotes by topics
- Project-based Learning
- MOOC
- Machine Learning
- Data Science
- Deep Learning
- Time Series
- NLP
- MLOps
- Python
- R Lang
- Prob & Stats
- JavaScript
- Web Dev
- Algorithms
- Skills
- Gaming & Puzzles
- Others
There are more topics.
• Draft notes.
† Private notes. Not on this site.
• Notes with this notation aren't good enough. They are being updated.
† Notes with this notation are private. Notes with this icon are coming are not on this site.