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51,416 slides across 1229 decks match.
Treemap Arc Catalog
BUILDING CAPABILITIES THROUGH PEOPLE & PARTNERSHIPS
misc · 2023 · other
BUILDING CAPABILITIES THROUGH PEOPLE & PARTNERSHIPS
7,000 — employee training participation
 BUILDING CAPABILITIES THROUGH PEOPLE & PARTNERSHIPS
misc · 2023 · case_study
BUILDING CAPABILITIES THROUGH PEOPLE & PARTNERSHIPS
1/3 — Military-affiliated employees
 FUELING AMERICA’S INNOVATION ECONOMY
misc · 2023 · case_study
FUELING AMERICA’S INNOVATION ECONOMY
$27 billion — operating portfolio of grants
 HARNESSING BIG DATA FOR COMMUNITY HEALTH AND RESILIENCE
misc · 2023 · case_study
HARNESSING BIG DATA FOR COMMUNITY HEALTH AND RESILIENCE
 THE FUTURE IS READY FOR ANYTHING
misc · 2023 · section_divider
THE FUTURE IS READY FOR ANYTHING
 INTEGRATION FOR ACCELERATED RESILIENCE
misc · 2023 · context
INTEGRATION FOR ACCELERATED RESILIENCE
 INTEGRATION FOR ACCELERATED RESILIENCE
misc · 2023 · other
INTEGRATION FOR ACCELERATED RESILIENCE
 WE MAINTAIN RESILIENCE IN ENTERPRISE OPERATIONS
misc · 2023 · key_takeaways
WE MAINTAIN RESILIENCE IN ENTERPRISE OPERATIONS
$1.8M — admin cost savings
 ACHIEVING INFORMATION DOMINANCE IN THE DIGITAL BATTLESPACE
misc · 2023 · context
ACHIEVING INFORMATION DOMINANCE IN THE DIGITAL BATTLESPACE
 DELIVERING A TRUSTED WORKFORCE
misc · 2023 · other
DELIVERING A TRUSTED WORKFORCE
 DELIVERING A TRUSTED WORKFORCE
misc · 2023 · other
DELIVERING A TRUSTED WORKFORCE
6,300+ — Security clearances
 Scorecard: Reviewing our predictions from 2021
AirStreetCapital · section_divider
Scorecard: Reviewing our predictions from 2021
 Bonus! Predictions, revisited - better late than never!
AirStreetCapital · case_study
Bonus! Predictions, revisited - better late than never!
 2021 Prediction: DeepMind's breakthroughs in the physical sciences (1/3)
AirStreetCapital · case_study
2021 Prediction: DeepMind's breakthroughs in the physical sciences (1/3)
 2021 Prediction: DeepMind’s breakthroughs in the physical sciences (2/3)
AirStreetCapital · case_study
2021 Prediction: DeepMind’s breakthroughs in the physical sciences (2/3)
 2021 Prediction: DeepMind's breakthroughs in the physical sciences (3/3)
AirStreetCapital · case_study
2021 Prediction: DeepMind's breakthroughs in the physical sciences (3/3)
23.9% — Speed-up on Nvidia V100 GPU
 Reinforcement learning could be a core component of the next fusion breakthrough
AirStreetCapital · case_study
Reinforcement learning could be a core component of the next fusion breakthrough
 Predicting the structure of the entire known proteome: what could this unlock next?
AirStreetCapital · case_study
Predicting the structure of the entire known proteome: what could this unlock next?
358 — AI research literature mentions
 Language models for proteins: a familiar story of open source and scaled models
AirStreetCapital · case_study
Language models for proteins: a familiar story of open source and scaled models
6.37 — Validation Perplexity
 OpenCell: understanding protein localization with a little help from machine learning
AirStreetCapital · case_study
OpenCell: understanding protein localization with a little help from machine learning
 Plastic recycling gets a much-needed ML-engineered enzyme
AirStreetCapital · case_study
Plastic recycling gets a much-needed ML-engineered enzyme
 Beware of compounded errors: in science, ML in and garbage out?
AirStreetCapital · diagnosis
Beware of compounded errors: in science, ML in and garbage out?
 OpenAI uses Minecraft as a testbed for computer-using agents
AirStreetCapital · case_study
OpenAI uses Minecraft as a testbed for computer-using agents
 Corporate AI labs rush into AI for code research
AirStreetCapital · industry_trends
Corporate AI labs rush into AI for code research
 Five years after the Transformer, there must be some efficient alternative, right... right?
AirStreetCapital · industry_trends
Five years after the Transformer, there must be some efficient alternative, right... right?
 Mathematical abilities of Language Models largely surpass expectations
AirStreetCapital · case_study
Mathematical abilities of Language Models largely surpass expectations
50.3% — MATH benchmark score
 Fast progress in LLM research renders benchmarks obsolete, but a BIG one comes to help
AirStreetCapital · industry_trends
Fast progress in LLM research renders benchmarks obsolete, but a BIG one comes to help
66% — Benchmark saturation
 Ducking language model scaling laws: more data please
AirStreetCapital · industry_trends
Ducking language model scaling laws: more data please
 Ducking language model scaling laws: emergence
AirStreetCapital · industry_trends
Ducking language model scaling laws: emergence
 Teach a machine to fish: tool use as the next frontier?
AirStreetCapital · industry_trends
Teach a machine to fish: tool use as the next frontier?
 Looking back: three eras of compute in machine learning
AirStreetCapital · industry_trends
Looking back: three eras of compute in machine learning
100-1000x — Training compute (FLOPs)
 Diffusion models take over text-to-image generation and expand into other modalities
AirStreetCapital · industry_trends
Diffusion models take over text-to-image generation and expand into other modalities
 DALL-E 2, Imagen and Parti...the battle for text-to-image generation rages
AirStreetCapital · industry_trends
DALL-E 2, Imagen and Parti...the battle for text-to-image generation rages
 The text-to-image diffusion model frenzy gives birth to new AI labs
AirStreetCapital · industry_trends
The text-to-image diffusion model frenzy gives birth to new AI labs
 The text-to-video generation race has started
AirStreetCapital · industry_trends
The text-to-video generation race has started
 Closed for 14 months: community-driven open sourcing of GPT et al.
AirStreetCapital · timeline
Closed for 14 months: community-driven open sourcing of GPT et al.
176B — Model parameter count
 Closed for 15 months: community-driven open sourcing of DALL-E et al.
AirStreetCapital · timeline
Closed for 15 months: community-driven open sourcing of DALL-E et al.
 Closed for 35 months: community-driven open sourcing of AlphaFold et al.
AirStreetCapital · timeline
Closed for 35 months: community-driven open sourcing of AlphaFold et al.
 LLMs empower robots to execute diverse and ambiguous instructions
AirStreetCapital · case_study
LLMs empower robots to execute diverse and ambiguous instructions
84% — Success rate
 2021 Prediction: in vision, convolutional networks want a fair fight with transformers...
AirStreetCapital · industry_trends
2021 Prediction: in vision, convolutional networks want a fair fight with transformers...
89.53% — ImageNet-1K Accuracy
 ...but the inevitable vision and language modeling unification continues...
AirStreetCapital · industry_trends
...but the inevitable vision and language modeling unification continues...
87.8% — top-1 accuracy
 2021 Prediction:....culminating in a single transformer to rule them all?
AirStreetCapital · industry_trends
2021 Prediction:....culminating in a single transformer to rule them all?
 2021 Prediction: transformers for learning in world models in reinforcement learning
AirStreetCapital · case_study
2021 Prediction: transformers for learning in world models in reinforcement learning
 Transformers are becoming truly cross-modality
AirStreetCapital · industry_trends
Transformers are becoming truly cross-modality
41% — Share of transformer-related research papers
 NeRFs expand into their own mature field of research
AirStreetCapital · industry_trends
NeRFs expand into their own mature field of research
1240 — Number of research papers
 Treating bacterial infections by data-driven personalised selection of antibacterial agents
AirStreetCapital · case_study
Treating bacterial infections by data-driven personalised selection of antibacterial agents
 Interpreting small molecule mass spectra using transformers
AirStreetCapital · case_study
Interpreting small molecule mass spectra using transformers
0.7 — r^2 score
 Drug discovery, the flagship “AI for good” application, is not immune to misuse
AirStreetCapital · case_study
Drug discovery, the flagship “AI for good” application, is not immune to misuse
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