Udacity Advanced Machine Learning Nanodegree

All my projects completed as a part of the Nanodegree

Projects

• smartcab (Reinforcement Learning)
• image-classification : CNN on CIFAR-10 using Tensorflow (Deep Learning)
• capstone : Capstone Project - CNN on Kaggle's Understanding Amazon from Space Dataset

Smartcab

Using reinforcement learning techniques like Markov's Decision Process and Q-learning, writing code for a smartcab which moves from point to point with good safety and reliabiliy.

Software Requirements

• Python3
• Pygame

Take a look at the notebook for more info!

image-classification : CNN on CIFAR-10 using Tensorflow

Using Tensorflow framework, built a CNN model which performs with 68% accuracy on CIFAR-10 dataset.

Software Requirements

• Python3
• Tensorflow
• Numpy
• cv2 (OpenCV)
• Matplotlib

Take a look at the notebook for more info!

capstone : Capstone Project : CNN on Kaggle's Understanding Amazon from Space

Understanding Amazon from Space is a competition on Kaggle. It is multi-label classification. I used Keras to build my CNN model. My model achieved an accuracy of 90%.

Software Requirements

• Python3
• Tensorflow
• Keras
• Numpy
• cv2 (OpenCV)
• Matplotlib
• Pandas

Take a look at the notebook or report for more info!