Udacity - Artificial Intelligence Nanodegree
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
- Solve a Sudoku with AI
- Build a Game-Playing Agent
- Lab: Teaching Pac-Man to Search
- Lab: Simulated Annealing
- Lab: Constraint Satisfaction N-Queens
- Implement a Planning Search
- Build a Sign Language Recognizer
- Lab: MNIST
- Lab: IMDB
- Lab: CIFAR-10
- CNN Dog Breed Classifier
- RNN Apple Stock & Sherlock Holmes
- Lab: Affectiva SDK - Mimic Me!
- 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
