Deep Learning: State of the Art (2020) - Lex Fridman

[Pages:87]Deep Learning: State of the Art (2020)

Deep Learning Lecture Series

For the full list of references visit:

2020

Outline

? Deep Learning Growth, Celebrations, and Limitations ? Deep Learning and Deep RL Frameworks ? Natural Language Processing ? Deep RL and Self-Play ? Science of Deep Learning and Interesting Directions ? Autonomous Vehicles and AI-Assisted Driving ? Government, Politics, Policy ? Courses, Tutorials, Books ? General Hopes for 2020

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2020

"AI began with an ancient wish to forge the gods." - Pamela McCorduck, Machines Who Think, 1979

Frankenstein (1818)

Ex Machina (2015)

Visualized here are 3% of the neurons and 0.0001% of the synapses in the brain. Thalamocortical system visualization via DigiCortex Engine.

For the full list of references visit:

2020

Deep Learning & AI in Context of Human History

We are here

Perspective:

? Universe created 13.8 billion years ago

? Earth created 4.54 billion years ago

? Modern humans 300,000 years ago

? Civilization 12,000 years ago

? Written record 5,000 years ago

For the full list of references visit:

1700s and beyond: Industrial revolution, steam engine, mechanized factory systems, machine tools

2020

Artificial Intelligence in Context of Human History

We are here

Perspective:

? Universe created 13.8 billion years ago

? Earth created 4.54 billion years ago

? Modern humans 300,000 years ago

? Civilization 12,000 years ago

? Written record 5,000 years ago

For the full list of references visit:

Dreams, mathematical foundations, and engineering in reality.

Alan Turing, 1951: "It seems probable that once the machine thinking method had started, it would not take long to outstrip our feeble powers. They would be able to converse with each other to sharpen their wits. At some stage therefore, we should have to expect the machines to take control."

2020

Artificial Intelligence in Context of Human History

We are here

Perspective:

? Universe created 13.8 billion years ago

? Earth created 4.54 billion years ago

? Modern humans 300,000 years ago

? Civilization 12,000 years ago

? Written record 5,000 years ago

For the full list of references visit:

Dreams, mathematical foundations, and engineering in reality. Frank Rosenblatt, Perceptron (1957, 1962): Early description and engineering of single-layer and multi-layer artificial neural networks.

2020

Artificial Intelligence in Context of Human History

We are here

Perspective:

? Universe created 13.8 billion years ago

? Earth created 4.54 billion years ago

? Modern humans 300,000 years ago

? Civilization 12,000 years ago

? Written record 5,000 years ago

For the full list of references visit:

Kasparov vs Deep Blue, 1997

2020

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