Machine Learning Engineer Nanodegree

Dog Breed Classifier

• Deep Learning (Supervised): Computer Vision, Classification
• Algorithm: Convolutional Neural Network (CNN)
• Performance Metric: Categorical Crossentropy
• Stack: Python, TensorFlow, Keras

Creating Customer Segments

• Machine Learning (Unsupervised): Clustering
• Algorithm: PCA, Gaussian Mixture
• Performance Metric: Silhouette Score
• Stack: Python, Sklearn

Finding Charity Donors

• Machine Learning (Supervised): Classification
• Algorithm: Gradient Boosting Classifier
• Performance Metric: fbeta_score
• Stack: Python, SKlearn

Boston Housing Prices

• Machine Learning (Supervised): Regression
• Algorithm: Decision Tree Regressor
• Performance Metric: r2_score
• Stack: Python, Sklearn