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The slide highlights a specific academic/industry collaboration (Tackling Climate Change with Machine Learning).2020 Air Street Capital The State of AI Report 2020 · Air Street Capital
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2021 Air Street Capital The State of AI Report 20212021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide acts as a retrospective review of predictions made in the previous year's report.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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Includes technical diagrams of the ViT architecture and a performance chart showing ImageNet accuracy over fine-tuning steps.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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Includes a line chart comparing model performance, a table of COCO detection results, and conceptual diagrams for RegNet and SwAV.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide showcases visual evidence of unsupervised object segmentation via attention maps.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide uses two line charts to show the reduction in Word Error Rate (WER) over time for speech recognition and visual examples of 3D point cloud tasks.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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Includes a technical diagram of the Perceiver architecture and a performance comparison table against BERT on the GLUE benchmark.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The chart compares 'Frozen Pretrained Transformer' vs 'Full Transformer' vs 'Full LSTM' across 7 benchmarks.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide highlights a shift in research focus back to non-transformer architectures like MLP-Mixer and convolutional models.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide explains the technical mechanism of NeRF and mentions GIRAFFE as a generative variant.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The chart shows CASP14 performance metrics comparing AlphaFold (G427) against other participants.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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Includes a technical diagram of the RoseTTAFold architecture and two bar charts comparing performance benchmarks.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide uses a combination of a process diagram and two charts (bar and line) to validate the efficacy of AI-generated proteins.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide uses a metaphor of 'grammaticality' (viability) vs 'semantic change' (antigenic variation) to explain viral evolution.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide highlights a specific AI application in structural biology.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The chart shows the exponential growth of cryo-EM structures in the Protein Data Bank (PDBe) over time, segmented by resolution.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide describes a specific machine learning architecture (likely 'CPA' or Compositional Perturbation Autoencoder) for drug discovery.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide contrasts a traditional 'Brute Force' approach with a 'MolPAL' (Molecular Pool-based Active Learning) approach.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide compares various machine learning approaches for predicting Buchwald-Hartwig reaction yields using bar charts and line graphs.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide uses a timeline-like visual to show the progression of DeepMind's algorithms (AlphaGo, AlphaGo Zero, AlphaZero, MuZero) and their capabilities.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide compares DreamerV2 against IQN, Rainbow, C51, and DQN across four performance metrics (Gamer Median, Gamer Mean, Record Mean, Clipped Record Mean) over 200 million steps.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide highlights the XLand environment and Population Based Training as key enablers for zero-shot generalization in RL.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide uses three line charts with trend lines to show the impact of AI on human performance.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide includes two charts: a scatter plot showing the decline in the number of runs over time and a density plot showing the distribution of reported median scores.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide uses a visual example of a prompt-to-code workflow.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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Includes a visual example of a coding problem (H-Index) and a bar chart comparing model performance across difficulty levels.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide contrasts formal theorem proving datasets with the new MATH dataset, highlighting the difficulty of the latter even for humans.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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Includes a qualitative example of model responses to tricky questions as model size increases.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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The slide references a CMU survey of 60+ papers. It includes a table comparing four paradigms: Fully Supervised (Non-Neural), Fully Supervised (Neural), Pre-train/Fine-tune, and Pre-train/Prompt/Predict.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
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