AI nanodegree is to master skills and tools used by the most innovative AI teams across the globe as you delve into specializations, and gain experience solving real-world challenges.

Topics include:

• Search and Optimization
• Logic, Reasoning, and Planning
• Building Models of Probability
• Natural Language Processing
• Computer Vision
• And much more!

Co-Created by

1. Solve a Sudoku with AI
2. Build a Game-Playing Agent
3. Lab: Teaching Pac-Man to Search
4. Lab: Simulated Annealing
5. Lab: Constraint Satisfaction N-Queens
6. Implement a Planning Search
7. Build a Sign Language Recognizer

1. Lab: MNIST
2. Lab: IMDB
3. Lab: CIFAR-10
4. CNN Dog Breed Classifier
5. RNN Apple Stock & Sherlock Holmes
6. Lab: Affectiva SDK - Mimic Me!
7. Facial Keypoint Detection

• Welcome to the AI Nanodegree
• Setting up with Anaconda
• Solving a Sudoku with AI
• Introduction to AI
• Introduction to Game Playing
• Advanced Game Playing
• Search
• Simulated Annealing
• Constraint Satisfaction
• Logic and Reasoning
• Planning
• Probability
• Bayes Nets
• Inference in Bayes Nets
• Hidden Markov Models

• Deep Neural Networks
• Convolutional Neural Networks
• CNN Project: Dog Breed Classifier
• Intro to TensorFlow
• Autoencoders
• Recurrent Neural Networks
• Long Short-Term Memory Networks (LSTM)
• Implementing RNNs and LSTMs
• Hyperparameters
• Sentiment Prediction with RNN
• RNN Project: Time Series Prediction and Text Generation
• Generative Adversarial Networks
• Deep Convolutional GANs
• Semisupervised Learning

• Intro to Computer Vision
• Mimic Me!
• Image Representation and Analysis
• Image Segmentation
• Features and Object Recognition