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Citizen science with 1.2M participants demonstrates real-world vaccine effectiveness
AirStreetCapital · case_study
Citizen science with 1.2M participants demonstrates real-world vaccine effectiveness
80% — Infection risk reduction
 Reducing the carbon emissions of large neural network training by 100-1000x
AirStreetCapital · industry_trends
Reducing the carbon emissions of large neural network training by 100-1000x
1,287 — Net CO2e (metric tons)
 Here comes a new framework challenger: JAX
AirStreetCapital · industry_trends
Here comes a new framework challenger: JAX
4,900 — Hugging Face model implementations
 India and China see significant growth of AI talent, and India’s AI research is most diverse
AirStreetCapital · industry_trends
India and China see significant growth of AI talent, and India’s AI research is most diverse
30% — AI hiring growth
 白手起家: A Chinese institution publishes the largest volume of quality AI research today
AirStreetCapital · industry_trends
白手起家: A Chinese institution publishes the largest volume of quality AI research today
 China is outpacing the US in STEM PhD growth...
AirStreetCapital · industry_trends
China is outpacing the US in STEM PhD growth...
77,179 — Annual STEM PhD Graduates
 ...without sacrificing program quality
AirStreetCapital · data_table
...without sacrificing program quality
43% — PhD graduates
 Where do students from leading Chinese universities go?
AirStreetCapital · market_landscape
Where do students from leading Chinese universities go?
70% — Employment ranking
 Elites work with elites: a compute divide drives the “de-democratization” of AI research
AirStreetCapital · industry_trends
Elites work with elites: a compute divide drives the “de-democratization” of AI research
 Academia to industry transitioning is increasingly popular amongst top universities
AirStreetCapital · industry_trends
Academia to industry transitioning is increasingly popular amongst top universities
 The Great Academic Brain Drain...continued
AirStreetCapital · industry_trends
The Great Academic Brain Drain...continued
33 — Faculty departures
 Depletion of academic faculty and the worsening of faculty:student ratios
AirStreetCapital · problem_statement
Depletion of academic faculty and the worsening of faculty:student ratios
90-100 — Annual growth rate
 Government funding cuts to higher education threatens more expensive STEM students
AirStreetCapital · problem_statement
Government funding cuts to higher education threatens more expensive STEM students
25% — Government funding per student
 Research groups struggle to compete given institutionally limited budgets
AirStreetCapital · problem_statement
Research groups struggle to compete given institutionally limited budgets
 More money, more influence: 88% of top AI faculty have received funding from Big Tech
AirStreetCapital · industry_trends
More money, more influence: 88% of top AI faculty have received funding from Big Tech
88% — Percentage of faculty with Big Tech funding
 Universities team up with private companies to fill research resources gap
AirStreetCapital · client_example
Universities team up with private companies to fill research resources gap
$250M — Investment value
 The US AI workforce: gender and racial diversity
AirStreetCapital · industry_trends
The US AI workforce: gender and racial diversity
 Market forces in action: supply of technical US AI talent grows 26.5% to meet demand
AirStreetCapital · industry_trends
Market forces in action: supply of technical US AI talent grows 26.5% to meet demand
26.5% — Employment growth
 Tech workers are staying home (for now)
AirStreetCapital · industry_trends
Tech workers are staying home (for now)
77% — Share of people working from home
 2020 Prediction: An AI-first drug discovery companies IPOs or is acquired for $1B
AirStreetCapital · case_study
2020 Prediction: An AI-first drug discovery companies IPOs or is acquired for $1B
12 months — Time to discovery
 Computer vision identifies the most potent drug for each cancer patient to improve survival
AirStreetCapital · case_study
Computer vision identifies the most potent drug for each cancer patient to improve survival
55% — Overall Response Rate
 2020 Prediction: An AI-first drug discovery companies IPOs or is acquired for $1B
AirStreetCapital · case_study
2020 Prediction: An AI-first drug discovery companies IPOs or is acquired for $1B
$436M — Drug discovery efficiency
 Active learning using custom GNNs for improved drug discovery lead-finding with DEL data
AirStreetCapital · case_study
Active learning using custom GNNs for improved drug discovery lead-finding with DEL data
>20% — confirmation rate
 Convolutional neural networks help design better protein therapeutics
AirStreetCapital · case_study
Convolutional neural networks help design better protein therapeutics
400-fold — Potency and Protease stability
 Real-time computer vision protects employees from workplace injuries (or worse)
AirStreetCapital · case_study
Real-time computer vision protects employees from workplace injuries (or worse)
1.8M — unsafe acts detected
 Computer vision unlocks faster recovery from natural disasters
AirStreetCapital · client_example
Computer vision unlocks faster recovery from natural disasters
$190B — Damage cost
 UK National Grid ESO halves error of electricity demand forecast using transformers
AirStreetCapital · case_study
UK National Grid ESO halves error of electricity demand forecast using transformers
58% — Mean Absolute Error (MAE) reduction
 Improving the sustainability and carbon efficiency of farms using predictive models
AirStreetCapital · case_study
Improving the sustainability and carbon efficiency of farms using predictive models
50% — Antibiotic usage reduction
 Nutrition: Good and bad gut microbiome bacteria and their connections to food identified from metagenomic sequencing of 1,100 study participants
AirStreetCapital · case_study
Nutrition: Good and bad gut microbiome bacteria and their connections to food identified from metagenomic sequencing of 1,100 study participants
0.81 — AUC
 Eye disease is a petri dish for medical AI development in the clinic
AirStreetCapital · case_study
Eye disease is a petri dish for medical AI development in the clinic
 Reinforcement learning for an effective Covid testing strategy
AirStreetCapital · case_study
Reinforcement learning for an effective Covid testing strategy
1.5x - 4x — Performance Ratio
 Viz.ai’s stroke detection software helps 1 patient every 47 seconds in the US today
AirStreetCapital · client_example
Viz.ai’s stroke detection software helps 1 patient every 47 seconds in the US today
66 minutes — Time saved
 Insights from ML in production nudge researchers from model-centric to data-centric AI
AirStreetCapital · industry_trends
Insights from ML in production nudge researchers from model-centric to data-centric AI
 Machine Learning in production: active benchmarking
AirStreetCapital · case_study
Machine Learning in production: active benchmarking
 Machine Learning in production: distribution shifts
AirStreetCapital · industry_trends
Machine Learning in production: distribution shifts
3,129,592 — Number of samples
 Machine Learning in production: underspecification
AirStreetCapital · industry_trends
Machine Learning in production: underspecification
 Machine Learning in production: beware of bad data
AirStreetCapital · case_study
Machine Learning in production: beware of bad data
 Data-driven AI: training datasets grow with models in the loop
AirStreetCapital · industry_trends
Data-driven AI: training datasets grow with models in the loop
36% — Ratio of automated labels
 2020 Prediction outcome: NVIDIA does not complete its acquisition of Arm
AirStreetCapital · case_study
2020 Prediction outcome: NVIDIA does not complete its acquisition of Arm
 Europe and the US want to buy themselves semiconductor sovereignty. Is this realistic?
AirStreetCapital · industry_trends
Europe and the US want to buy themselves semiconductor sovereignty. Is this realistic?
$1T — Upfront investment
 Europe woke up to its largest company, ASML, the linchpin to global semiconductors
AirStreetCapital · industry_trends
Europe woke up to its largest company, ASML, the linchpin to global semiconductors
$367B — Market Capitalization
 Manufacturers suffer from Covid-induced supply chain disruptions for semiconductors
AirStreetCapital · industry_trends
Manufacturers suffer from Covid-induced supply chain disruptions for semiconductors
16 weeks — Lead time (weeks)
 A semiconductor drought is costing the automotive sector upwards of $110B in lost sales
AirStreetCapital · industry_trends
A semiconductor drought is costing the automotive sector upwards of $110B in lost sales
$110B — Lost sales
 Major semiconductor fabs commit $400B for new capacity as global market hits $551B
AirStreetCapital · industry_trends
Major semiconductor fabs commit $400B for new capacity as global market hits $551B
$400B — Capital Expenditure
 $52B CHIPS for America Act gains support from Semiconductors in America Coalition
AirStreetCapital · industry_trends
$52B CHIPS for America Act gains support from Semiconductors in America Coalition
12% — Global semiconductor manufacturing capacity share
 Public market investors favor AI-first cybersecurity players: CrowdStrike ($60B), Darktrace (£5B), SentinelOne ($18B), Riskified ($6B)
AirStreetCapital · market_landscape
Public market investors favor AI-first cybersecurity players: CrowdStrike ($60B), Darktrace (£5B), SentinelOne ($18B), Riskified ($6B)
$60B — Market Capitalization
 The enterprise data and automation sector is on fire: Snowflake, UiPath, Confluent IPOs
AirStreetCapital · industry_trends
The enterprise data and automation sector is on fire: Snowflake, UiPath, Confluent IPOs
$138B — ARR ($M)
 Databricks: The enterprise data/AI juggernaut reaches $38B valuation and $600M ARR
AirStreetCapital · case_study
Databricks: The enterprise data/AI juggernaut reaches $38B valuation and $600M ARR
$600M — Annual recurring revenue
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