Udacity Artificial Intelligence Nanodegree Completed!

After 6 months of intensive courses and projects, I finally completed Udacity’s Artificial Intelligence Nanodegree!

Some cool projects I have built:

  • Solve a Sudoku with AI
  • Teaching PacMan to Search
  • Solve Traveling Salesman Problem (TSP) using Simulated Annealing
  • Build a Dog Breed Classifier using CNN
  • Predict Time Series Apple stock price using RNN
  • Sentiment Analysis on IMDB Movie Reviews
  • Build English-to-French Machine Translation

Key skills learned:

  • define and solve a problem in AI domain
  • A* search
  • simulated annealing
  • logic and reasoning
  • planning
  • probability and Bayes nets
  • hidden Markov models
  • deep neural network
  • convolutional neural network
  • recurrent neural network
  • computer vision
  • natural language processing

Key techniques used:

  • Python
  • Keras
  • Tensorflow
  • Pandas
  • Numpy
  • scikit learn
  • NLTK

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