Your Classifier is Secretly an Energy Based Model and You Should Treat it Like One
Grathwohl et al.: https://arxiv.org/abs/1912.03263
#ArtificialIntelligence #DeepLearning #MachineLearning
Grathwohl et al.: https://arxiv.org/abs/1912.03263
#ArtificialIntelligence #DeepLearning #MachineLearning
The good old days... 😊
BYTE Magazine, April 1985.
Special issue on Artificial Intelligence featuring articles by Marvin Minsky, Geoffrey E. Hinton, Patrick H. Winston, Carl Hewitt, Roger Schank, Dana E. Ballard, Jerome A. Feldman, Chris Brown and several others.
Dana, Jerry and Chris were all professors of mine at the University of Rochester where I was an undergraduate at the time.
I haven't reread the articles yet, but I'm really curious to see what "Brain-like networks" are all about. :-)
BYTE Magazine, April 1985.
Special issue on Artificial Intelligence featuring articles by Marvin Minsky, Geoffrey E. Hinton, Patrick H. Winston, Carl Hewitt, Roger Schank, Dana E. Ballard, Jerome A. Feldman, Chris Brown and several others.
Dana, Jerry and Chris were all professors of mine at the University of Rochester where I was an undergraduate at the time.
I haven't reread the articles yet, but I'm really curious to see what "Brain-like networks" are all about. :-)
IT-2025
IT INNOVATION & EXCELLENCE
AWARDS 2019
Theme : Business Transformation using Cognitive and Emerging Technologies
https://www.csimumbai.org/it2025-19/
IT INNOVATION & EXCELLENCE
AWARDS 2019
Theme : Business Transformation using Cognitive and Emerging Technologies
https://www.csimumbai.org/it2025-19/
Top 10 Free Deep Learning Massive Open Online Courses
https://edgy.app/top-10-free-deep-learning-massive-open-online-courses?pfrom=tech&fp=a7&es_p=10715196
https://edgy.app/top-10-free-deep-learning-massive-open-online-courses?pfrom=tech&fp=a7&es_p=10715196
EDGY_ Labs
Top 10 Free Deep Learning Massive Open Online Courses
To compile this top 10 free deep learning massive open online courses, we explored the MOOCs (Massive Open Online Courses) offered by top universities, colleges, and leading tech companies. Dedicated to beginners, intermediate, and advanced learners, and…
The Generative Deep Learning Book
A great book, by David Foster : https://www.mechatroniclib.com/2019/12/generative-deep-learning-teaching.html?fbclid=IwAR2pjzFjwuN8qIyEaB8DL6_DaRdAFFh92klL5qUbxKurigNsyUP9-axQmxM
A great book, by David Foster : https://www.mechatroniclib.com/2019/12/generative-deep-learning-teaching.html?fbclid=IwAR2pjzFjwuN8qIyEaB8DL6_DaRdAFFh92klL5qUbxKurigNsyUP9-axQmxM
"Interpretable comparison of distributions and models"
Arthur Gretton, Dougal Sutherland, Wittawat Jitkrittum
Slides :
Part 1: https://gatsby.ucl.ac.uk/~gretton/papers/neurips19_1.pdf
Part 2: https://gatsby.ucl.ac.uk/~gretton/papers/neurips19_2.pdf
Part 3: https://gatsby.ucl.ac.uk/~gretton/papers/neurips19_3.pdf
#ArtificialIntelligence #MachineLearning #NeurIPS2019
Arthur Gretton, Dougal Sutherland, Wittawat Jitkrittum
Slides :
Part 1: https://gatsby.ucl.ac.uk/~gretton/papers/neurips19_1.pdf
Part 2: https://gatsby.ucl.ac.uk/~gretton/papers/neurips19_2.pdf
Part 3: https://gatsby.ucl.ac.uk/~gretton/papers/neurips19_3.pdf
#ArtificialIntelligence #MachineLearning #NeurIPS2019
NVIDIA’s Top 10 AI Research Papers of 2019 https://news.developer.nvidia.com/nvidias-top-10-ai-developer-stories-of-2019/
#NeurIPS2019_2019-12-09_19-49-34.xlsx
View an interactive version of this graph (experimental) https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218538
View an interactive version of this graph (experimental) https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=218538
100 Best Coursera Courses, Specializations, Classes, Certifications, and Training Online 2020icon
https://www.jadirectives.com/best-coursera-courses-certifications-specializations/#3_Coursera_Courses_for_Data_Science_Specialization
https://www.jadirectives.com/best-coursera-courses-certifications-specializations/#3_Coursera_Courses_for_Data_Science_Specialization
JA Directives
100+ Best Coursera Courses, Specializations, Classes & Certifications 2023
Are you looking Best Free Coursera Courses 2023? Grab the list of Best Coursera Specializations & Certifications online in one place
Yoshua Bengio talks about what's next for deep learning
@ArtificialIntelligenceArticles
omorrow at NeurIPS, Yoshua Bengio will propose ways for deep learning to handle "reasoning, planning, capturing causality and obtaining systematic generalization." He spoke to IEEE Spectrum on many of the same topics.
@ArtificialIntelligenceArticles
https://spectrum.ieee.org/tech-talk/robotics/artificial-intelligence/yoshua-bengio-revered-architect-of-ai-has-some-ideas-about-what-to-build-next
@ArtificialIntelligenceArticles
@ArtificialIntelligenceArticles
omorrow at NeurIPS, Yoshua Bengio will propose ways for deep learning to handle "reasoning, planning, capturing causality and obtaining systematic generalization." He spoke to IEEE Spectrum on many of the same topics.
@ArtificialIntelligenceArticles
https://spectrum.ieee.org/tech-talk/robotics/artificial-intelligence/yoshua-bengio-revered-architect-of-ai-has-some-ideas-about-what-to-build-next
@ArtificialIntelligenceArticles
Putting An End to End-to-End: Gradient-Isolated Learning of Representations
Lowe et al.: https://arxiv.org/abs/1905.11786
#MachineLearning #DeepLearning #ArtificialIntelligence
Lowe et al.: https://arxiv.org/abs/1905.11786
#MachineLearning #DeepLearning #ArtificialIntelligence
Generate 3D Avatars from a Single Image! Wide range of applications from virtual/augmented reality (VR/AR) and telepsychiatry to human-computer interaction and social networks. https://www.profillic.com/paper/arxiv:1912.03455
code request link: https://bit.ly/DigitalTwinAvatar
code request link: https://bit.ly/DigitalTwinAvatar
The Human Body is a Black Box": Supporting Clinical Decision-Making with Deep Learning
Mark Sendak et al.: https://arxiv.org/abs/1911.08089
#deeplearning #neuroscience #artificialintelligence
Mark Sendak et al.: https://arxiv.org/abs/1911.08089
#deeplearning #neuroscience #artificialintelligence
Pre-Debate Material
From System 1 Deep Learning to System 2 Deep Learning
Wed Dec 11th 02:15 -- 03:05 PM PT, live streamed from NeurIPS
Yoshua Bengio https://neurips.cc/Conferences/2019/Schedule?showEvent=15488
#AIDebate
From System 1 Deep Learning to System 2 Deep Learning
Wed Dec 11th 02:15 -- 03:05 PM PT, live streamed from NeurIPS
Yoshua Bengio https://neurips.cc/Conferences/2019/Schedule?showEvent=15488
#AIDebate
ArtificialIntelligenceArticles
Yoshua Bengio talks about what's next for deep learning @ArtificialIntelligenceArticles omorrow at NeurIPS, Yoshua Bengio will propose ways for deep learning to handle "reasoning, planning, capturing causality and obtaining systematic generalization." He spoke…
SlidesLive
Yoshua Bengio · From System 1 Deep Learning to System 2 Deep Learning
Past progress in deep learning has concentrated mostly on learning from a static dataset, mostly for perception tasks and other System 1 tasks which are done intuitively and unconsciously by humans....
ICYMI: Beautify your face using a GAN-based architecture!
https://www.profillic.com/paper/arxiv:1912.03630
code request link: https://bit.ly/GANbeauty
https://www.profillic.com/paper/arxiv:1912.03630
code request link: https://bit.ly/GANbeauty
Profillic
Face Beautification: Beyond Makeup Transfer: Model and Code
Click To Get Model/Code. Facial appearance plays an important role in our social lives. Subjective perception of women's beauty depends on various face-related (e.g., skin, shape, hair) and environmental (e.g., makeup, lighting, angle) factors. Similar to…
Neural Ordinary Differential Equations for Semantic Segmentation of Individual Colon Glands
Hans Pinckaers, Geert Litjens : https://arxiv.org/abs/1910.10470
GitHub : https://github.com/DIAGNijmegen/neural-odes-segmentation
#MedNeurIPS #NeurIPS #NeurIPS2019
Hans Pinckaers, Geert Litjens : https://arxiv.org/abs/1910.10470
GitHub : https://github.com/DIAGNijmegen/neural-odes-segmentation
#MedNeurIPS #NeurIPS #NeurIPS2019
arXiv.org
Neural Ordinary Differential Equations for Semantic Segmentation...
Automated medical image segmentation plays a key role in quantitative research and diagnostics. Convolutional neural networks based on the U-Net architecture are the state-of-the-art. A key...