This repo contains the collection of project assignments for the completed Udacity Machine Learning Nanodegree.
This program also required the completion of a capstone project of our own choosing. I looked into Predicting Etherium Prices using Reddit and Twitter Sentiments. The code can be found here and the report can be found here.
| 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 | 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 | Identify Dog Breeds | digit recognition with Deep Neural Network and Keras | Done |
| Machine Learning Specializations | Capstone Project | Predicting Etherium Prices using Reddit and Twitter Sentiments | Done |