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51,416 slides across 1229 decks match.
Treemap Arc Catalog
Computer vision predicts where an agent can walk beyond what is seen
AirStreetCapital · case_study
Computer vision predicts where an agent can walk beyond what is seen
 Computer vision learns stereo from single images
AirStreetCapital · case_study
Computer vision learns stereo from single images
 Enabling the use of consumer-grade 360° cameras in construction using deep learning
AirStreetCapital · case_study
Enabling the use of consumer-grade 360° cameras in construction using deep learning
 Learning dynamic behaviors through latent imagination
AirStreetCapital · case_study
Learning dynamic behaviors through latent imagination
 Learning to drive by predicting and reasoning about the future
AirStreetCapital · case_study
Learning to drive by predicting and reasoning about the future
33% — steering improvement
 Learning a multi-purpose generative model from a single natural image
AirStreetCapital · case_study
Learning a multi-purpose generative model from a single natural image
 On-device computer vision models that won’t drain your battery
AirStreetCapital · analyze_data
On-device computer vision models that won’t drain your battery
4-9x — COCO AP
 Evolving entire algorithms from basic mathematical operations alone with AutoML-Zero
AirStreetCapital · case_study
Evolving entire algorithms from basic mathematical operations alone with AutoML-Zero
 Kicked off by Google in 2016, federated learning research is now booming
AirStreetCapital · industry_trends
Kicked off by Google in 2016, federated learning research is now booming
1050 — Number of research papers
 OpenMined, the leading open-source community for privacy-preserving ML, demonstrates the first open-source federated learning platform for web, mobile, server, and IoT
AirStreetCapital · case_study
OpenMined, the leading open-source community for privacy-preserving ML, demonstrates the first open-source federated learning platform for web, mobile, server, and IoT
 Prospective testing begins for privacy-preserving AI applied to medical imaging
AirStreetCapital · case_study
Prospective testing begins for privacy-preserving AI applied to medical imaging
 Gaussian Processes (GPs) Strike Back: Quantified uncertainty and faster training speed
AirStreetCapital · industry_trends
Gaussian Processes (GPs) Strike Back: Quantified uncertainty and faster training speed
40 sec — Training time
 2019 Prediction outcome: Google quantum supremacy
AirStreetCapital · case_study
2019 Prediction outcome: Google quantum supremacy
 The Great Brain Drain: AI professors depart US universities for technology companies
AirStreetCapital · market_landscape
The Great Brain Drain: AI professors depart US universities for technology companies
52 — Number of AI professors
 Tech companies endow AI professorships in return for poaching, but is this really enough?
AirStreetCapital · industry_trends
Tech companies endow AI professorships in return for poaching, but is this really enough?
 The loss of AI professors seems to matter: Departures correlate with reduced graduate entrepreneurship across 69 US universities
AirStreetCapital · data_table
The loss of AI professors seems to matter: Departures correlate with reduced graduate entrepreneurship across 69 US universities
4% — AI startup formation probability
 Can €100M buy you 50 professors for a new AI Institute?
AirStreetCapital · case_study
Can €100M buy you 50 professors for a new AI Institute?
€100M — Investment
 A $100M donation from Silver Lake founder to mint the Roux Institute at Northeastern University: New graduate degrees that focus on AI applied to the digital and life sciences
AirStreetCapital · client_example
A $100M donation from Silver Lake founder to mint the Roux Institute at Northeastern University: New graduate degrees that focus on AI applied to the digital and life sciences
$100M — Donation amount
 2019 Prediction outcome: Abu Dhabi opens the “World’s first AI University”
AirStreetCapital · case_study
2019 Prediction outcome: Abu Dhabi opens the “World’s first AI University”
2,223 — applicants
 Chinese-educated researchers make increasingly significant contributions at NeurIPS
AirStreetCapital · market_landscape
Chinese-educated researchers make increasingly significant contributions at NeurIPS
29% — Percentage of NeurIPS authors with undergraduate degrees from China
 But after leaving university in China, 54% of graduates who go on to publish at NeurIPS move to the USA
AirStreetCapital · market_landscape
But after leaving university in China, 54% of graduates who go on to publish at NeurIPS move to the USA
54% — Share of researchers
 The US is an incredibly strong talent retainer post-PhD
AirStreetCapital · key_takeaways
The US is an incredibly strong talent retainer post-PhD
90% — Retention rate
 Foreign national graduates of US AI PhD programs are most likely to end up in large companies whereas American nationals are more likely to end up in startups or academia
AirStreetCapital · industry_trends
Foreign national graduates of US AI PhD programs are most likely to end up in large companies whereas American nationals are more likely to end up in startups or academia
54% — Career placement percentage
 The UK and China are the biggest beneficiaries of American-educated AI PhDs who leave the US after graduation
AirStreetCapital · industry_trends
The UK and China are the biggest beneficiaries of American-educated AI PhDs who leave the US after graduation
18% — Percentage of AI PhD graduates
 The majority of top AI researchers working in the US were not trained in America
AirStreetCapital · market_landscape
The majority of top AI researchers working in the US were not trained in America
27% — AI researcher origin
 Given how dependent America's AI industry is on immigrants there has been a strong backlash to Trump's proclamation to suspend H1-B visas. Eight federal lawsuits and hundreds of universities object.
AirStreetCapital · industry_trends
Given how dependent America's AI industry is on immigrants there has been a strong backlash to Trump's proclamation to suspend H1-B visas. Eight federal lawsuits and hundreds of universities object.
92% — Retention rate of foreign AI PhD graduates
 American institutions and corporations continue to dominate NeurIPS 2019 papers
AirStreetCapital · competitive_analysis
American institutions and corporations continue to dominate NeurIPS 2019 papers
90 — Papers published at NeurIPS 2019
 The same is true at ICML 2020: American organisations cement their leadership position
AirStreetCapital · competitive_analysis
The same is true at ICML 2020: American organisations cement their leadership position
19.4 — Publication Index
 Leading Universities continue to expand AI course enrollment
AirStreetCapital · industry_trends
Leading Universities continue to expand AI course enrollment
10x — Student enrollment
 Demand outstrips supply for AI talent
AirStreetCapital · market_landscape
Demand outstrips supply for AI talent
3x — Job postings vs. searches
 While hot, the AI talent market is not immune to the COVID-19 pandemic
AirStreetCapital · industry_trends
While hot, the AI talent market is not immune to the COVID-19 pandemic
 The first phase 1 clinical trial of an AI-designed drug begins in Japan to treat OCD patients
AirStreetCapital · case_study
The first phase 1 clinical trial of an AI-designed drug begins in Japan to treat OCD patients
 Emerging evidence that large pharma is validating AI-first therapeutic discovery outputs
AirStreetCapital · case_study
Emerging evidence that large pharma is validating AI-first therapeutic discovery outputs
€250M — Deal value
 AI-first drug discovery startups raising mega rounds and fulfilling their “platform strategies”
AirStreetCapital · case_study
AI-first drug discovery startups raising mega rounds and fulfilling their “platform strategies”
$239M — Funding amount
 2019 Prediction outcome: Large pharma and startups ally around privacy-preserving machine learning for drug discovery
AirStreetCapital · case_study
2019 Prediction outcome: Large pharma and startups ally around privacy-preserving machine learning for drug discovery
 Deep learning models interpret protein biology to find new therapeutics
AirStreetCapital · case_study
Deep learning models interpret protein biology to find new therapeutics
0.88 — Spearman r
 Deep learning revamps super-resolution microscopy imaging from acquisition to analysis
AirStreetCapital · client_example
Deep learning revamps super-resolution microscopy imaging from acquisition to analysis
 Using genetic, metabolomic, metagenomic and meal-context information from 1,100 study participants to predict individuals’ metabolic response to food at scale
AirStreetCapital · case_study
Using genetic, metabolomic, metagenomic and meal-context information from 1,100 study participants to predict individuals’ metabolic response to food at scale
77% — correlation
 In 2019, the FDA acknowledged that the traditional paradigm of medical device regulation was not designed for AI-first software which improves over time.
AirStreetCapital · process_diagram
In 2019, the FDA acknowledged that the traditional paradigm of medical device regulation was not designed for AI-first software which improves over time.
 New international guidelines are drafted for clinical trial protocols (SPIRIT-AI) and reports (CONSORT-AI) that involve AI systems in a bid to improve both quality and transparency
AirStreetCapital · industry_trends
New international guidelines are drafted for clinical trial protocols (SPIRIT-AI) and reports (CONSORT-AI) that involve AI systems in a bid to improve both quality and transparency
 The first reimbursement approval for a deep learning-based medical imaging product has been granted by the Centers for Medicare and Medicaid Services (CMS) in the USA
AirStreetCapital · case_study
The first reimbursement approval for a deep learning-based medical imaging product has been granted by the Centers for Medicare and Medicaid Services (CMS) in the USA
$1,040 — Reimbursement per use
 US states continue to legislate autonomous vehicles policies
AirStreetCapital · geographic_map
US states continue to legislate autonomous vehicles policies
 Even so, driverless cars are still not so driverless: Only 3 of 66 companies with AV testing permits in California are allowed to test without safety drivers since 2018
AirStreetCapital · industry_trends
Even so, driverless cars are still not so driverless: Only 3 of 66 companies with AV testing permits in California are allowed to test without safety drivers since 2018
3 — companies with driverless permits
 Self-driving mileage in California remains microscopic compared to human driving
AirStreetCapital · industry_trends
Self-driving mileage in California remains microscopic compared to human driving
0.000737% — Total miles driven
 Sketchy metrics: Tracking AV progress is complicated by the industry's focus on miles per disengagement, which is hard to benchmark and is not reported across all US States.
AirStreetCapital · problem_statement
Sketchy metrics: Tracking AV progress is complicated by the industry's focus on miles per disengagement, which is hard to benchmark and is not reported across all US States.
18,050 — Miles/disengagement
 Self-driving: When even a billion dollars isn't enough
AirStreetCapital · case_study
Self-driving: When even a billion dollars isn't enough
$1.3B — Acquisition price
 The main self-driving contenders raised almost $7B in private rounds since July 2019
AirStreetCapital · market_landscape
The main self-driving contenders raised almost $7B in private rounds since July 2019
$7B — Private funding raised
 Another self-driving group, DiDi, spins off from its parent and raises $500M
AirStreetCapital · client_example
Another self-driving group, DiDi, spins off from its parent and raises $500M
$500M — Funding
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