- Inside DeepMind’s New Efforts to Use Deep Learning to Advance Mathematics - Dec 10, 2021.
Using deep learning techniques can help mathematicians develop intuitions about the toughest problems in the field.
Deep Learning, DeepMind, Mathematics
- DeepMind’s New Super Model: Perceiver IO is a Transformer that can Handle Any Dataset - Aug 11, 2021.
The new transformer-based architecture can process audio, video and images using a single model.
DeepMind, Modeling, Transformer
- DeepMind’s AlphaFold & the Protein Folding Problem - Mar 10, 2021.
Recently, DeepMind's AlphaFold made impressive headway in the protein structure prediction problem. Read this for an overview and explanation.
AI, Biology, DeepMind, Protein
- Beyond the Nash Equilibrium: DeepMind Clever Strategy to Solve Asymmetric Games - Feb 1, 2021.
The method expands the concept of a Nash equilibrium by decomposing an asymmetric game into multiple symmetric games.
DeepMind, Game Theory, Google
DeepMind’s MuZero is One of the Most Important Deep Learning Systems Ever Created - Jan 4, 2021.
MuZero takes a unique approach to solve the problem of planning in deep learning models.
AlphaZero, Deep Learning, DeepMind, MuZero, Reinforcement Learning
- KDnuggets™ News 20:n41, Oct 28: Difference Between Junior and Senior Data Scientists; Ain’t No Such a Thing as a Citizen Data Scientist - Oct 28, 2020.
The unspoken difference between junior and senior data scientists; Ain't No Such a Thing as a Citizen Data Scientist; How to become a Data Scientist: a step-by-step guide; Good-bye Big Data. Hello, Massive Data!; DeepMind Relies on this Old Statistical Method to Build Fair Machine Learning Models
Big Data, Career Advice, Citizen Data Scientist, Computer Vision, Data Science, Data Scientist, DeepMind, Statistical Modeling
- DeepMind Relies on this Old Statistical Method to Build Fair Machine Learning Models - Oct 23, 2020.
Causal Bayesian Networks are used to model the influence of fairness attributes in a dataset.
Bayesian Networks, Bias, DeepMind, Machine Learning
- KDnuggets™ News 20:n36, Sep 23: New Poll: What Python IDE / Editor you used the most in 2020?; Automating Every Aspect of Your Python Project - Sep 23, 2020.
New Poll: What Python IDE / Editor you used the most in 2020?; Automating Every Aspect of Your Python Project; Autograd: The Best Machine Learning Library You're Not Using?; Implementing a Deep Learning Library from Scratch in Python; Online Certificates/Courses in AI, Data Science, Machine Learning; Can Neural Networks Show Imagination?
Automation, Certificate, Courses, Data Science, Deep Learning, DeepMind, Machine Learning, Neural Networks, Python
- Can Neural Networks Show Imagination? DeepMind Thinks They Can - Sep 16, 2020.
DeepMind has done some of the relevant work in the area of simulating imagination in deep learning systems.
Agents, AI, Creativity, DeepMind, Neural Networks
- A Curious Theory About the Consciousness Debate in AI - Aug 31, 2020.
Dr. Michio Kaku has formulated a very interesting theory of consciousness that applies to AI systems.
Agents, AI, DeepMind, OpenAI
- DeepMind’s Three Pillars for Building Robust Machine Learning Systems - Aug 24, 2020.
Specification Testing, Robust Training and Formal Verification are three elements that the AI powerhouse believe hold the essence of robust machine learning models.
AI, DeepMind, Machine Learning
Learning by Forgetting: Deep Neural Networks and the Jennifer Aniston Neuron - Jun 25, 2020.
DeepMind’s research shows how to understand the role of individual neurons in a neural network.
Deep Learning, DeepMind, Learning, Neural Networks
- Deepmind’s Gaming Streak: The Rise of AI Dominance - May 27, 2020.
There is still a long way to go before machine agents match overall human gaming prowess, but Deepmind’s gaming research focus has shown a clear progression of substantial progress.
AI, AlphaGo, Deep Learning, DeepMind, Games, Reinforcement Learning
- DeepMind’s Suggestions for Learning #AtHomeWithAI - May 13, 2020.
DeepMind has been sharing resources for learning AI at home on their Twitter account. Check out a few of these suggestions here, and keep your eye on the #AtHomeWithAI hashtag for more.
AI, Courses, Deep Learning, DeepMind, Neural Networks, Reinforcement Learning
- DeepMind Unveils Agent57, the First AI Agents that Outperforms Human Benchmarks in 57 Atari Games - Apr 13, 2020.
The new reinforcement learning agent innovates over previous architectures achieving one of the most important milestones in the AI space.
Agents, AI, Atari, DeepMind, Reinforcement Learning
- DeepMind Unveils MuZero, a New Agent that Mastered Chess, Shogi, Atari and Go Without Knowing the Rules - Dec 9, 2019.
The new model showed great improvements over the previous AlphaZero agent.
Agents, AlphaGo, Atari, Chess, DeepMind, Reinforcement Learning, Video Games
- The Reinforcement-Learning Methods that Allow AlphaStar to Outcompete Almost All Human Players at StarCraft II - Nov 18, 2019.
The new AlphaStar achieved Grandmaster level at StarCraft II overcoming some of the limitations of the previous version. How did it do it?
DeepMind, Reinforcement Learning
- DeepMind is Using This Old Technique to Evaluate Fairness in Machine Learning Models - Oct 28, 2019.
Visualizing the datasets is an essential component to identify potential sources of bias and unfairness. DeepMind relied on a method called Causal Bayesian networks (CBNs) to represent and estimate unfairness in a dataset.
Bayesian Networks, DeepMind, Machine Learning
- Recreating Imagination: DeepMind Builds Neural Networks that Spontaneously Replay Past Experiences - Oct 3, 2019.
DeepMind researchers created a model to be able to replay past experiences in a way that simulate the mechanisms in the hippocampus.
DeepMind, Neural Networks
- DeepMind Has Quietly Open Sourced Three New Impressive Reinforcement Learning Frameworks - Sep 30, 2019.
Three new releases that will help researchers streamline the implementation of reinforcement learning programs.
DeepMind, Reinforcement Learning
A Summary of DeepMind’s Protein Folding Upset at CASP13 - Jul 17, 2019.
Learn how DeepMind dominated the last CASP competition for advancing protein folding models. Their approach using gradient descent is today's state of the art for predicting the 3D structure of a protein knowing only its comprising amino acid compounds.
Bioinformatics, Deep Learning, DeepMind, Exxact, Generative Adversarial Network, Gradient Descent, Protein
- The Emergence of Cooperative and Competitive AI Agents - Jun 19, 2019.
Without specific training in collaboration or competition, a recent AI model from DeepMind uses reinforcement learning to evolve these behaviors in game-playing agents. Learn how this emergent collective intelligence outperforms their human counterparts in 3D multiplayer games.
Agents, AI, DeepMind, Reinforcement Learning
- Exclusive: Interview with Rich Sutton, the Father of Reinforcement Learning - Dec 5, 2017.
My exclusive interview with Rich Sutton, the Father of Reinforcement Learning, on RL, Machine Learning, Neuroscience, 2nd edition of his book, Deep Learning, Prediction Learning, AlphaGo, Artificial General Intelligence, and more.
AGI, AI, AlphaGo, DeepMind, Machine Learning, Neuroscience, Reinforcement Learning, Richard Sutton, Yann LeCun
AlphaGo Zero: The Most Significant Research Advance in AI - Oct 27, 2017.
The previous version of AlphaGo beat the human world champion in 2016. The new AlphaGo Zero beat the previous version by 100 games to 0, and learned Go completely on its own. We examine what this means for AI.
AI, AlphaGo, DeepMind, Google, Reinforcement Learning, Xavier Amatriain
- Top /r/MachineLearning Posts, October: NSFW Image Recognition, Differentiable Neural Computers, Hinton on Coursera - Nov 4, 2016.
NSFW Image Recognition, Differentiable Neural Computers, Hinton's Neural Networks for Machine Learning Coursera course; Introducing the AI Open Network; Making a Self-driving RC Car
DeepMind, Geoff Hinton, Image Recognition, Machine Learning, Neural Networks, Reddit, Self-Driving Car
- AI Supercomputers: Microsoft Oxford, IBM Watson, Google DeepMind, Baidu Minwa - Feb 1, 2016.
In the world of AI, this is the equivalent of the US and USSR competing to put their guy on the moon first. Here is a profile of some of the giants locked into the AI space race.
AI, Baidu, Chris Pearson, DeepMind, Google, IBM Watson, Microsoft, Minwa
- Cognitive Computing: Solving the Big Data Problem? - Jun 12, 2015.
With a shortage of data scientists, what are the alternatives for making sense of Big Data? We examine Cognitive Computing, its strengths, and how it can fit into the current Big Data landscape.
Cognitive Computing, DeepMind, Google, IBM Watson, Qualcomm, Rick Delgado
- Deep Learning in a Nutshell – what it is, how it works, why care? - Jan 12, 2015.
Deep learning and neural networks are increasingly important concepts in computer science with great strides being made by large companies like Google and startups like DeepMind.
Brain, Deep Learning, DeepMind, Neural Networks, Nikhil Buduma
- Geoffrey Hinton talks about Deep Learning, Google and Everything - Dec 1, 2014.
A review of Dr. Geoffrey Hinton’s Ask Me Anything on Reddit. He talked about his current research and his thought on some deep learning issues.
Deep Learning, DeepMind, Geoff Hinton, Google, Neural Networks, Reddit, Yann LeCun
