MLND
Udacity - Machine Learning Nano Degree
About
Contents
| Section | Project | Topics | Status |
|---|---|---|---|
| Exploratory Project | Titanic Survival Exploration | intro to numpy, scipy, matplotlib, ipython | Done |
| Model Evaluation and Validation | Predicting Boston Housing Prices | data reprocessing, learning algorithms training and evaluation, grid search | Done |
| Supervised Learning | Build a Student Intervention System | comparison of supervised classification learning algorithms, parameters optimization using grid search | Done |
| Supervised Learning | Finding Donors for CharityML | practice and evaluate supervised learning algorithms using sklearn |
Done |
| Unsupervised Learning | Creating Customer Segments | data preprocessing, features PCA, data clustering, interpret clusters | Done |
| Reinforcement Learning | Train a Smartcab to Drive | reenforcement learning with Q Learning algorithms | Done |
| Deep Learning | Build a Digit Recognition Program | digit recognition with Deep Neural Network and TensorFlow | Done |
| Deep Learning | Build a Image Classification Program | image classification on CIFAR10 with Deep Neural Network and TensorFlow | Done |
| Machine Learning Specializations | Capstone Project | KDD Cup 2010 - Educational Data Mining Challenge | Done |
License
- Original projects description, data, codes and reviews by Udacity should follow its licenses and Honor Codes
- Solutions, notes, codes by author follow MIT license