I. DEEP LEARNING AI
NEURAL NETS,
SUPERVISED LEARNING,
IMAGE LABELING,
SPEECH RECOGNITION,
BRAIN EMULATION,
DATA COMPRESSION
Apple
• Lead: Ruslan Salakhutdinov - MIT.
article
• Acquired: Perceptio |
article
article
article
• Acquired:
VocalIQ | $80M
article
• Acquired:
Turi | $200M
article
Facebook
• Project: FAIR article
• Lead: Yann LeCun - NYU
Google
• Project: TensorFlow -
article
article
• Lead: Geoffrey Hinton - Edinburgh. article
• Acquired: DNNResearch | $5M [Toronto]
article
IBM
• Project: Hierarchical Temporal Memory (HTM) article
• Lead: Subutai Ahmad - Berkeley
Intel
• Acquired: Nervana Systems | $400M [San Diego, CA]
article
blog
article
• Lead: Naveen Rao - Brown
Microsoft
• Project: Adam
| video
Scaled Inference
• Project: Shared Intelligence Platform
• Lead: Olcan Sercinoglu - Berkeley
Sentient
- video
• Project: Sentient | $143M
• Lead: Babak Hodjat - U Kyushu, Japan
Twitter
• Acquired: Whetlab - [Boston, MA] article
• Acquired: MadBits - [NYC, NY] article
| Clement Farabet - Universite Paris-Est.
Qualcomm
• Acquired: Euvision article video
II. SEMANTIC REASONING AI
SUPERVISED LEARNING,
KEYWORD EXTRACTION,
ASSOCIATIVE MEMORY,
NATURAL LANGUAGE,
TACTICAL PLAY,
COMMON SENSE,
RULE BASED,
SYMBOLIC REASONING
Alibaba
• Project: DT PAI |
article
article
Allen Institute
• Project: Aristo
| $79M
article
article
• Lead: Oren Etzioni - Carnegie Mellon.
lecture
lecture
• Lead: Aria Haghighi - MIT.
lecture
• Lead: Xuchen Yao - Johns Hopkins.
Amazon
• Project: Amazon Machine Learning
- article
Api.ai
• Project: Speaktoit | $3M article
• Lead: Ilya Gelfenbeyn - U Brighton
AT&T
• Lead: Chris Volinsky - U Washington. lecture
• Note: AI famous for winning the Netflix Prize.
Cycorp
• Project: Cyc | Knowledge codification
• Lead: Doug Lenat - Stanford. lecture
IBM
• Project: Watson - Medical expert system.
•
1997: IBM's DeepBlue AI defeated human chess champion Gary Kasparov.
2011: IBM's Watson AI defeated human champions at Jeopardy. article
• Acquired: AlchemyAPI -
article
video
Intel
• Acquired: Saffron
- article
IPSoft
• Project: Amelie
• Lead: Ergun Ekici - VPI
Netflix
• Project: Cinematch
• Lead: Xavier Amatriain - Stanford lecture lecture
• Acquired: Pragmatic Chaos (by ATT) - Netflix Prize winner | $1M
Yahoo
• Acquired: SkyPhrase - Natural language processing
• Acquired: Incredible Labs. article
III. ARTIFICIAL GENERAL INTELLIGENCE
AGI,
UNSUPERVISED LEARNING,
SPONTANEOUS GOAL FORMATION,
STRATEGIC PLAY.
2AI Labs
• Project: Victor | $3M
• Premise:
Human-like intelligence requires awareness
of cooperative and competitive interaction.
• Lead: Timothy Barber - Princeton
• Lead: Mark Changizi - CalTech
Entropica
• Project: Entropica
• Premise: F = T ∇ Sτ "Intelligence is a physical process that resists future confinement."
• Lead: Alex Wissner-Gross - Harvard.
lecture
lecture
commentary
Google
• Project: Deepmind - article
• Premise: Brain simulation is the key to AGI.
• Lead: Demis Hassabis - U College London.
• Acquired: DeepMind | £400M (~$650M) [London]
article
article
lecture
interview
interview
paper
article
video
video
• 2014: Deepmind's Q-learning AI
defeated
select Atari 2600 games.
2016: Deepmind's AlphaGo AI
defeated
#1 ranked
human go player Ke Jie.
2017: Project to defeat Starcraft 2.
paper
• Acquired: Dark Blue Labs | £10M
article
| Edward Grefenstette - Oxford.
lecture
• Acquired: Vision Factory | £10M
article
| Karen Simonyan - Oxford.
Google
• Project: Quantum AI Lab -
article
• Premise: At scale, quantum systems can crack NP-hard problems in real time.
• Acquired: UCSB quantum group [Santa Barbara] article
| John Martinis - Berkeley. lecture
• Acquired: D-Wave - quantum computing.
article
article
OpenAI
• Project: OpenAI
| $1B - Elon Musk, Peter Thiel
| article
• Lead: Greg Brockman - MIT
• 2017: OpenAI's AI defeated
world champion in combat game DOTA2.
article
Vicarious
• Project: Vicarious
| $122M - Elon Musk, Mark Zuckerberg
| source
source
• Premise: Brain simulation is the key to AGI.
article
• Lead: Dileep George - Stanford. lecture
• 2013: Vicarious AI outperformed humans at reading captchas.
article
video