Two Minute Papers - Artistic Style Transfer For Videos

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Artificial neural networks were inspired by the human brain and simulate how neurons behave when they are shown a sensory input (e.g., images, sounds, etc). They are known to be excellent tools for image recognition, any many other problems beyond that - they also excel at weather predictions, breast cancer cell mitosis detection, brain image segmentation and toxicity prediction among many others. Deep learning means that we use an artificial neural network with multiple layers, making it even more powerful for more difficult tasks. This time they have been shown to be apt at reproducing the artistic style of many famous painters, such as Vincent Van Gogh and Pablo Picasso among many others. All the user needs to do is provide an input photograph and a target image from which the artistic style will be learned.


Two Minute Papers - Deep Learning Program Learns to Paint

#artificialintelligence

Artificial neural networks were inspired by the human brain and simulate how neurons behave when they are shown a sensory input (e.g., images, sounds, etc). They are known to be excellent tools for image recognition, any many other problems beyond that - they also excel at weather predictions, breast cancer cell mitosis detection, brain image segmentation and toxicity prediction among many others. Deep learning means that we use an artificial neural network with multiple layers, making it even more powerful for more difficult tasks. This time they have been shown to be apt at reproducing the artistic style of many famous painters, such as Vincent Van Gogh and Pablo Picasso among many others. All the user needs to do is provide an input photograph and a target image from which the artistic style will be learned.


Two Minute Papers - Image Colorization With Deep Learning and Classification

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The video classification paper by Karpathy et al.: http://cs.stanford.edu/people/karpath... Recommended for you: Artistic Style Transfer For Videos - https://www.youtube.com/watch?v Uxax5... Deep Learning related Two Minute Papers videos - https://www.youtube.com/playlist?list... WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE: Sunil Kim, Julian Josephs. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_c... Splash screen/thumbnail design: Felícia Fehér - http://felicia.hu


Two Minute Papers - Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays

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Google DeepMind implemented an artificial intelligence program using deep reinforcement learning that plays Atari games and improves itself to a superhuman level. The technique is called deep Q-learning, it uses a combination of deep neural networks and reinforcement learning, and it is capable of playing many Atari games as good or better than humans. After presenting their initial results with the algorithm, Google almost immediately acquired the company for several hundred million dollars, hence the name Google DeepMind. The thumbnail was made by moparx - https://flic.kr/p/76foMV


Two Minute Papers - What Can We Learn From Deep Learning Programs?

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The paper "Model Compression" is available here: https://www.cs.cornell.edu/ We also thank Experiment for sponsoring our series. Subscribe if you would like to see more of these! - http://www.youtube.com/subscription_c... The thumbnail background image was created by John Lord - https://flic.kr/p/nVUaB