FatmaElZahraaSamir / Machine-Learning-with-TensorFlow-Nanodegree

Udacity's Intro to ML with Tensorflow Nanodegree Projects

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Udacity Machine Learning Engineer Nanodegree

This repository contains the source code of my implementations for all the projects in the Udacity's Intro to ML with Nanodegree program

Projects

Supervised Learning

  • Linear/Logistic regression
  • Decision Trees
  • Naive Bayes
  • Support vector machine
  • Ensemble methods
  • Evaluation Metrics
  • Training and tuning
  • Final Project: Finding donors

Deep Learning

  • Introduction to neural network
  • Deep Learning with Tensorflow
  • Final Project: Image Classifier using Tensorflow

Unsupervised Learning

  • Clustering
  • Hierarchical and Density Based Clustering
  • GMM and Cluster validation
  • Dimensionality Reduction and PCA
  • ICA
  • Final Project: Identify Customer Segments with-Arvato

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Udacity's Intro to ML with Tensorflow Nanodegree Projects


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