Udacity-Machine-Learning-Engineer-Nanodegree

Notes Exercises and Assignments for Udacity Machine Learning Engineer Nanodegree

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Courses In the Nanodegree & Solutions for Exercises and Assignments :

Machine Learning Basics

• [x] Coursework - GridSearch

• [x] Coursework - Bayesian_Inference

• [x] Coursework - Decision Tree

• [x] Coursework - Linear Regression

• [x] Coursework - SVM

• [x] Coursework - Titanic Survival Exploration

• [x] Project - CharityML - Finding Donors || Project Review

• [x] Mini-Project - K-Mean Clustering

• [x] Coursework - Hierarchical Clustering

• [x] Coursework - DBSCAN Clustering

• [x] Coursework - GMM Clustering and Cluster Validation

• [x] Mini-Project - PCA - Faces recognition example using eigenfaces and SVMs

• [x] Coursework - ICA

• [x] Project - Creating Customer Segments || Project Review

Machine Learning Advanced

• [x] Coursework - Gradient Descent

• [x] Coursework - XOR using Neural Network

• [x] Coursework - Predicting Student's Admission Status

• [x] Coursework - Sentiment analysis of IMDB data using Keras

• [x] Coursework - NN to recognize digits from MNIST dataset

• [x] Coursework - Convolutional Neural Networks

• [x] Coursework - Classifying CIFAR-10 dataset using MLP

• [x] Coursework - Classifying CIFAR-10 dataset using CNN

• [x] Coursework - Classifying CIFAR-10 dataset with augmented data using CNN

• [x] Coursework - Classifying CIFAR-10 dataset with augmented data using CNN

• [ ] Mini-Project - Visually diagnose skin cancer

• [x] Project - NN models for classification for classification of Dog Breeds || Project Review

• [x] Coursework - Dynamic Programing towards building Reinforcement Learning Models