Artificial intelligence (AI, also machine intelligence, MI) is intelligence demonstrated by machines, in contrast to the natural intelligence (NI) displayed by humans and other animals. In computer science AI research is defined as the study of “intelligent agents”: any device that perceives its environment and takes actions that maximize its chance of successfully achieving its goals. Colloquially, the term “artificial intelligence” is applied when a machine mimics “cognitive” functions that humans associate with other human minds, such as “learning” and “problem solving”.

Advanced topics in deep reinforcement learning

Part of a large set of lectures on deep reinforcement learning by DeepMind.

Apache Jena disaster

Jena and Fuseki are not reliable.

Grakn has something new and exciting but not yet ready for prime time.

Graph nets

Learning from graphs rather than from tabular data.

Hypterparameter optimization with genetic algorithm

Using a genetic algorithm to optimize the neural network.

Stock prices

Basic stock prices predicting with TensorFlow.

Translating sentences

Using the attention mechanism for English-French translation.

Summarizing text

Article summarization with TensorFlow.

Analyzing sentiments

Sentiment analysis in text.

Image segmentation

Simplifying an image by detecting object boundaries.