Starting January 6, we're doing a series of lectures at MIT on deep learning and AI. Skip the first one, but afterwards there are some great talks. All are welcome. Seating limited (first come, first served). Video will be posted a couple days after each lecture. Details: https://
https://deeplearning.mit.edu/
https://deeplearning.mit.edu/
Bengio-Marcus AI Debate Post Mortem, Part I: The Deep Learning Pivot
Gary Marcus : https://medium.com/@GaryMarcus/bengio-marcus-ai-debate-post-mortem-part-i-the-deep-learning-pivot-f7bd62b9861c
#AIDebate
Gary Marcus : https://medium.com/@GaryMarcus/bengio-marcus-ai-debate-post-mortem-part-i-the-deep-learning-pivot-f7bd62b9861c
#AIDebate
Medium
Bengio-Marcus AI Debate Post Mortem, Part I: The Deep Learning Pivot
important update, December 29, 2019: the piece below apparently led some people to think I was challenging Yoshua’s integrity.
From the existence of the self to the nature of free will, many philosophers have dedicated their lives to the problems of the mind. But now some neuroscientists claim to have settled these raging debates. Is it possible we have discovered a science to replace philosophy and can finally make real progress? https://www.youtube.com/watch?v=x_ypquYcNl4
Join
@ArtificialIntelligenceArticles
Join
@ArtificialIntelligenceArticles
YouTube
Neuroscience vs Philosophy | Full Debate | Margaret Boden, Barry Smith, Steven Rose, Roger Bolton
Watch the full debate at https://iai.tv/video/neuroscience-vs-philosophy?utm_source=YouTube&utm_medium=description
Is it possible we have discovered a science to replace philosophy and can finally make real progress?
A favourite debate from 2014: From the…
Is it possible we have discovered a science to replace philosophy and can finally make real progress?
A favourite debate from 2014: From the…
After AI Debate Readings
"Recurrent Independent Mechanisms"
Goyal et al., 2019: https://arxiv.org/abs/1909.10893
#AIDebate
"Recurrent Independent Mechanisms"
Goyal et al., 2019: https://arxiv.org/abs/1909.10893
#AIDebate
Quantum Supremacy = The neo-Nazis?
https://anima-ai.org/2019/12/26/quantum-supremacy-the-neo-nazis/amp/
https://anima-ai.org/2019/12/26/quantum-supremacy-the-neo-nazis/amp/
Neoroplasticity of the brain and neural networks.
https://www.amazon.in/Brain-That-Changes-Itself-Frontiers/dp/0143113100
https://www.amazon.in/Brain-That-Changes-Itself-Frontiers/dp/0143113100
One of the best Machine Learning Professors
Full series on ML by CalTech Prof. Yaser Abu-Mostafa
https://www.youtube.com/watch?v=idu8kaPFf1A&list=PL41qI9AD63BMXtmes0upOcPA5psKqVkgS
Full series on ML by CalTech Prof. Yaser Abu-Mostafa
https://www.youtube.com/watch?v=idu8kaPFf1A&list=PL41qI9AD63BMXtmes0upOcPA5psKqVkgS
YouTube
CalTech ML Course Lecture 01 - The Learning Problem
The Learning Problem - Introduction; supervised, unsupervised, and reinforcement learning. Components of the learning problem. Lecture 1 of 18 of Caltech's Machine Learning Course - CS 156 by Professor Yaser Abu-Mostafa. View course materials on the course…
Which is the best book to learn about optimization algorithms?
https://www.quora.com/Which-is-the-best-book-to-learn-about-optimization-algorithms
https://www.quora.com/Which-is-the-best-book-to-learn-about-optimization-algorithms
Quora
Which is the best book to learn about optimization algorithms? - Quora
Details of Book Choose the Correct Solution Method for Your Optimization Problem Optimization: Algorithms and Applications presents a variety of solution techniques for optimization problems, emphasizing concepts rather than rigorous mathematical ...
MIT lecture series on deep learning in 2019
MIT lecture series on deep learning:Basics: https://www.youtube.com/watch?v=O5xeyoRL95U&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf
MIT lecture series on deep learning: State of the Art:https://www.youtube.com/watch?v=53YvP6gdD7U&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf
MIT lecture series on deep learning: Introduction to Deep RL: https://www.youtube.com/watch?v=zR11FLZ-O9M&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf
MIT lecture series on deep learning:Basics: https://www.youtube.com/watch?v=O5xeyoRL95U&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf
MIT lecture series on deep learning: State of the Art:https://www.youtube.com/watch?v=53YvP6gdD7U&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf
MIT lecture series on deep learning: Introduction to Deep RL: https://www.youtube.com/watch?v=zR11FLZ-O9M&list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf
YouTube
Deep Learning Basics: Introduction and Overview
An introductory lecture for MIT course 6.S094 on the basics of deep learning including a few key ideas, subfields, and the big picture of why neural networks have inspired and energized an entire new generation of researchers. For more lecture videos on deep…
Yann LeCun :
This female PhD student in chemistry says that sexism, while still a thing to be fought, is no longer the main explanatory factor for the "leaky pipeline" phenomenon according to which many more women than men drop out of academic careers, particularly in STEM fields.
She says the main factor has become the difficulty of having children and a "normal" family life while pursuing a career that requires intense traveling and long hours at least until tenure, which may only happen after one's most fertile years.
She says that the best thing society could do to help women scientists is provide good childcare support and fund personnel to help manage their lab while they are on maternity leave.
What is your experience?
Yoshua Bengio :
Interesting in that it suggests practical action to retain more females in academia. I'm curious of what women in academia think of these views. And what about women in STEM in industry?
https://medium.com/@kjmorenz/is-it-really-just-sexism-an-alternative-argument-for-why-women-leave-stem-cccdf066d8b1?
This female PhD student in chemistry says that sexism, while still a thing to be fought, is no longer the main explanatory factor for the "leaky pipeline" phenomenon according to which many more women than men drop out of academic careers, particularly in STEM fields.
She says the main factor has become the difficulty of having children and a "normal" family life while pursuing a career that requires intense traveling and long hours at least until tenure, which may only happen after one's most fertile years.
She says that the best thing society could do to help women scientists is provide good childcare support and fund personnel to help manage their lab while they are on maternity leave.
What is your experience?
Yoshua Bengio :
Interesting in that it suggests practical action to retain more females in academia. I'm curious of what women in academia think of these views. And what about women in STEM in industry?
https://medium.com/@kjmorenz/is-it-really-just-sexism-an-alternative-argument-for-why-women-leave-stem-cccdf066d8b1?
Medium
Is it really just sexism? An alternative argument for why women leave STEM
Everyone knows that you’re not supposed to start your argument with ‘everyone knows,’ but in this case, I think we ought to make an…
Streamlit dashboard to run SQL queries on BigQuery.
Blog post: https://imadelhanafi.com/posts/bigquery_dashboard/
Live version: https://bigquery.imadelhanafi.com
Github repo: https://github.com/imadelh/Bigquery-Streamlit
Blog post: https://imadelhanafi.com/posts/bigquery_dashboard/
Live version: https://bigquery.imadelhanafi.com
Github repo: https://github.com/imadelh/Bigquery-Streamlit
BigQuery dashboard with Streamlit
BigQuery dashboard with Streamlit :: Imad El Hanafi — Portfolio & Blog
Introduction Live version: https://bigquery.imadelhanafi.com
Github repo: https://github.com/imadelh/Bigquery-Streamlit
Storing and querying large datasets is an important step for data analysis and predictive modeling. BigQuery is a serverless data warehouse…
Github repo: https://github.com/imadelh/Bigquery-Streamlit
Storing and querying large datasets is an important step for data analysis and predictive modeling. BigQuery is a serverless data warehouse…
After AI Debate Reading
Rule learning by seven-month-old infants
G. F. Marcus et al., Science 283(5398):77-80, February 1999 : https://www.researchgate.net/publication/13415195_Rule_learning_by_seven-month-old_infants
#AIDebate
Rule learning by seven-month-old infants
G. F. Marcus et al., Science 283(5398):77-80, February 1999 : https://www.researchgate.net/publication/13415195_Rule_learning_by_seven-month-old_infants
#AIDebate
ResearchGate
(PDF) Rule learning by seven-month-old infants
PDF | A fundamental task of language acquisition is to extract abstract algebraic rules. Three experiments show that 7-month-old infants attend longer... | Find, read and cite all the research you need on ResearchGate
Using a brain-computer interface, a team of researchers has reconstructed English words from the brain activity of rhesus macaques that listened as the words were spoken. https://www.eurekalert.org/pub_releases/2019-12/bu-rrs121319.php
EurekAlert!
Researchers reconstruct spoken words as processed in nonhuman primate brains
Using a brain-computer interface, a team of researchers has reconstructed English words from the brain activity of rhesus macaques that listened as the words were spoken.
When you listen to music, multiple areas of your brain become engaged and active. But when you actually play an instrument, that activity becomes more like a full-body brain workout. What’s going on?
https://www.newworldai.com/what-is-going-on-inside-the-brain-when-we-listen-to-music/
https://www.newworldai.com/what-is-going-on-inside-the-brain-when-we-listen-to-music/
New World : Artificial Intelligence
What is Going on Inside the Brain When We Listen to Music? - New World : Artificial Intelligence
When you listen to music, multiple areas of your brain become engaged and active. But when you actually play an instrument, that activity becomes more like a full-body brain workout. What's going on?
Climate Change AI
Climate change is one of the greatest problems society has ever faced. Climate Change AI aims to facilitate work at the nexus of climate change and machine learning : https://www.climatechange.ai
#ArtificialIntelligence #ClimateChange #ClimateChangeAI
Climate change is one of the greatest problems society has ever faced. Climate Change AI aims to facilitate work at the nexus of climate change and machine learning : https://www.climatechange.ai
#ArtificialIntelligence #ClimateChange #ClimateChangeAI
Climate Change AI
Tackling Climate Change with Machine Learning
A tetraplegic man has been able to move all four of his paralyzed limbs by using a brain-controlled robotic suit, researchers have said.
https://edition.cnn.com/2019/10/04/health/paralyzed-man-robotic-suit-intl-scli/index.html
https://edition.cnn.com/2019/10/04/health/paralyzed-man-robotic-suit-intl-scli/index.html
CNN
Paralyzed man walks using brain-controlled robotic suit | CNN
A tetraplegic man has been able to move all four of his paralyzed limbs by using a brain-controlled robotic suit, researchers have said.
"It's never too early to start writing your thesis" (and 19 other #PHD tips).
https://go.nature.com/2PkeWtL
https://go.nature.com/2PkeWtL
Nature
Twenty things I wish I’d known when I started my PhD
Recent PhD graduate Lucy A. Taylor shares the advice she and her colleagues wish they had received.