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319,975 slides

319,974 are described (100%), so the treemap can explain the corpus instead of just counting files.

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319,974
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Slide collection

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16
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
23
The slide highlights a specific AI application in structural biology.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
24
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
25
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
26
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
27
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
28
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
31
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
32
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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Includes a comparison diagram of existing methods vs. ClipBERT and a performance table.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)1 hit
34
The slide highlights the trade-off between model capacity and language resource density in ASR.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)1 hit
35
Includes a process diagram of the GSLM architecture.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)1 hit
36
The slide explains the technical shift from GANs to diffusion models in AI research.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Aha Moment1 hit
37
Includes a technical diagram of the contrastive learning architecture and the loss function formula.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Aha Moment1 hit
38
The slide explains the CLIP architecture using a three-step process diagram.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Aha Moment1 hit
39
Includes visual examples of DALL-E outputs for specific text prompts.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Aha Moment1 hit
40
The slide details the VLiD architecture, showing training and inference workflows.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Aha Moment1 hit
41
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
42
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
43
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
44
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
45
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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
46
Includes a tweet as a case study example.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
47
The slide uses data from LAMA and SuperGlue benchmarks to illustrate performance variability in prompting.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
48
The slide includes two technical diagrams illustrating the architecture of the ERNIE 3.0 model.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
49
The slide showcases the M6 model's capabilities in multimodal tasks (image-to-text and text-to-image) using examples from the M6-Corpus.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
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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
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
51
The slide highlights the unreliability of human benchmarks in NLP, specifically referencing GPT-2 and GPT-3 evaluation.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
52
The slide highlights the lack of geographic diversity in training data for medical AI, leading to potential clinical bias.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
53
The slide uses two charts to illustrate demographic imbalances: a population pyramid by ethnicity and age, and a stacked bar chart showing sex distribution by ethnicity.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
54
The slide uses a scatter plot to compare sensitivity vs false positive rate across various studies.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
55
The slide highlights a specific research finding regarding algorithmic bias in medical imaging.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
56
The slide uses data from Papers With Code to track trends in AI research reproducibility and framework adoption.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
57
Includes a diagram of the data cascade process and a summary table of triggers and impacts.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
58
The slide uses a diagram to propose a documentation framework for CommonCrawl-based datasets.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
59
Includes specific examples of legal NLP (legalBERT/CaseHOLD) and malware detection (SoReL-20M).2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
60
The slide highlights the trade-off between dataset size and training efficiency, showcasing specific techniques like SEALS and SVP.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
61
The chart shows the rapid growth in submissions vs. accepted papers, illustrating the pressure on the review system.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
62
The slide compares code provision rates (initial vs camera-ready) and acceptance rates across different author affiliations.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
63
Data from a randomized prospective social media trial in the Annals of Thoracic Surgery.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Iceberg1 hit
64
The slide uses two charts: a bar chart for absolute keyword frequency and a diverging bar chart for growth/decline in usage.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
65
The slide explains the application of GNNs to physical dynamics, specifically mesh-based simulation, highlighting efficiency gains and generalization capabilities.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
66
The slide uses a world map to visualize the percentage reduction in negative ETA outcomes across various global cities.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
67
The chart shows a bubble plot comparing ROC-AUC score vs GPU Memory (GB) for various GNN models.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
68
Technical slide explaining a specific AI research methodology (L3P).2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
69
The slide highlights the success of Chinese entities in AI research benchmarks.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)Loop · Pattern Hunter1 hit
70
The slide highlights a specific application of AI in meteorology, comparing DGM performance against PySTEPS and Axial Attention models.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)1 hit
71
The slide uses a process flow diagram to show the transition from raw video data to actionable digital biomarkers.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)1 hit
72
The slide uses a causal diagram (DAG) to illustrate confounding variables and two horizontal bar charts to show vaccine effectiveness over time for AstraZeneca and Pfizer.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)1 hit
73
The chart compares Accelerator Years, Energy Consumption (MWh), and Net CO2e (metric tons) for models Meena, T5, GPT-3, Gshard-600B, and Switch Transformer.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)1 hit
74
Includes a code snippet demonstrating JAX syntax and a logo/library comparison graphic.2021 Air Street Capital The State of AI Report 2021 · Air Street Capital
Consulting deck VC research Beat · The Facts (What)1 hit
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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
Consulting deck VC research Beat · The Facts (What)1 hit