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1-- SELECT
2-- system,
3-- publication_date,
4-- domain,
5-- CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) as training_datapoints
6-- FROM "@owid.epoch.owid_epoch_1"
7-- WHERE training_dataset_size_datapoints IS NOT NULL
8-- AND training_dataset_size_datapoints != ''
9-- ORDER BY publication_date, system
10
11SELECT
12 system,
13 publication_date,
14 CASE WHEN domain = 'Language' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Language,
15 CASE WHEN domain = 'Vision' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Vision,
16 CASE WHEN domain = 'Games' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Games,
17 CASE WHEN domain = 'Biology' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Biology,
18 CASE WHEN domain = 'Image generation' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Image_generation,
19 CASE WHEN domain = 'Speech' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Speech,
20 CASE WHEN domain = 'Multiple domains' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Multiple_domains,
21 CASE WHEN domain = 'Other' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Other,
22 CASE WHEN domain = 'Robotics' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Robotics,
23 CASE WHEN domain = 'Drawing' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Drawing,
24 CASE WHEN domain = 'Text-to-Video' THEN CAST(REPLACE(training_dataset_size_datapoints, ',', '') AS BIGINT) END as Text_to_Video
25FROM @owid.epoch.owid_epoch_1
26WHERE training_dataset_size_datapoints IS NOT NULL
27 AND training_dataset_size_datapoints != ''
28ORDER BY publication_date, system| system | publication_date | Language | Vision | Games | Biology | Image_generation | Speech | Multiple_domains | Other | Robotics | Drawing | Text_to_Video |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Theseus | 1950-07-02 00:00:00 | null | null | null | null | null | null | null | 40 | null | null | null |
| Self Organizing System | 1955-03-01 00:00:00 | null | 256 | null | null | null | null | null | null | null | null | null |
| Perceptron Mark I | 1957-01-01 00:00:00 | null | 6 | null | null | null | null | null | null | null | null | null |
| Samuel Neural Checkers | 1959-07-01 00:00:00 | null | null | 53000 | null | null | null | null | null | null | null | null |
| ADALINE | 1960-06-30 00:00:00 | null | 100 | null | null | null | null | null | null | null | null | null |
| Neocognitron | 1980-04-01 00:00:00 | null | 5 | null | null | null | null | null | null | null | null | null |
| Back-propagation | 1986-10-01 00:00:00 | null | null | null | null | null | null | null | 144 | null | null | null |
| NetTalk | 1987-06-06 00:00:00 | null | null | null | null | null | 21000 | null | null | null | null | null |
| Motion-Driven 3D Feature Tracking | 1988-07-01 00:00:00 | null | 1500 | null | null | null | null | null | null | null | null | null |
| Innervator | 1989-01-01 00:00:00 | null | null | null | null | null | null | null | 4 | null | null | null |
| ALVINN | 1989-12-01 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| Zip CNN | 1989-12-01 00:00:00 | null | 7290 | null | null | null | null | null | null | null | null | null |
| SRN-Encoded Grammatical Structures | 1991-09-01 00:00:00 | 178000 | null | null | null | null | null | null | null | null | null | null |
| TD-Gammon | 1992-05-01 00:00:00 | null | null | 6300000 | null | null | null | null | null | null | null | null |
| Fuzzy NN | 1992-09-01 00:00:00 | null | null | null | null | null | 436 | null | null | null | null | null |
| IBM-5 | 1993-06-15 00:00:00 | 53400000 | null | null | null | null | null | null | null | null | null | null |
| GroupLens | 1994-10-22 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| Iterative Bootstrapping WSD | 1995-06-26 00:00:00 | 460000000 | null | null | null | null | null | null | null | null | null | null |
| Random Decision Forests | 1995-08-14 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| Support Vector Machines | 1995-09-01 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| System 11 | 1996-06-18 00:00:00 | null | 9050 | null | null | null | null | null | null | null | null | null |
| HMM Word Alignment | 1996-08-05 00:00:00 | 442000 | null | null | null | null | null | null | null | null | null | null |
| SVM for face detection | 1997-06-17 00:00:00 | null | 50000 | null | null | null | null | null | null | null | null | null |
| Bidirectional RNN | 1997-11-01 00:00:00 | null | null | null | null | null | 73900 | null | null | null | null | null |
| LSTM | 1997-11-15 00:00:00 | 1270000 | null | null | null | null | null | null | null | null | null | null |
| Sparse coding model for V1 receptive fields | 1997-12-01 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| Social and content-based classification | 1998-07-01 00:00:00 | null | null | null | null | null | null | null | 45000 | null | null | null |
| LeNet-5 | 1998-11-01 00:00:00 | null | 60000 | null | null | null | null | null | null | null | null | null |
| LSTM with forget gates | 1999-01-02 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| IBM Model 4 | 1999-07-02 00:00:00 | 800000 | null | null | null | null | null | null | null | null | null | null |
| Perceptron for Large Margin Classification | 1999-12-01 00:00:00 | null | 60000 | null | null | null | null | null | null | null | null | null |
| FrameNet role labeling | 2000-09-01 00:00:00 | 50000 | null | null | null | null | null | null | null | null | null | null |
| Decision tree (classification) | 2001-12-08 00:00:00 | null | 14500 | null | null | null | null | null | null | null | null | null |
| Thumbs Up? | 2002-05-28 00:00:00 | 2050 | null | null | null | null | null | null | null | null | null | null |
| Maximum Entropy Models for machine translation | 2002-07-06 00:00:00 | 520000 | null | null | null | null | null | null | null | null | null | null |
| NPLM | 2003-03-15 00:00:00 | 1000000 | null | null | null | null | null | null | null | null | null | null |
| Phrase-based translation | 2003-05-01 00:00:00 | 20000000 | null | null | null | null | null | null | null | null | null | null |
| Unsupervised Scale-Invariant Learning | 2003-06-18 00:00:00 | null | 3500 | null | null | null | null | null | null | null | null | null |
| CNN Best Practices | 2003-08-06 00:00:00 | null | 50000 | null | null | null | null | null | null | null | null | null |
| Max-Margin Markov Networks | 2004-03-01 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| SACHS | 2005-04-22 00:00:00 | null | null | null | null | null | null | null | 5400 | null | null | null |
| Hiero | 2005-06-01 00:00:00 | 171000000 | null | null | null | null | null | null | null | null | null | null |
| ConvNet similarity metric | 2005-06-20 00:00:00 | null | 140000 | null | null | null | null | null | null | null | null | null |
| Histograms of Oriented Gradients | 2005-06-25 00:00:00 | null | 1810 | null | null | null | null | null | null | null | null | null |
| BiLSTM for Speech | 2005-08-01 00:00:00 | null | null | null | null | null | 37000 | null | null | null | null | null |
| DrLIM | 2006-06-17 00:00:00 | null | 217000 | null | null | null | null | null | null | null | null | null |
| CTC-Trained LSTM | 2006-06-25 00:00:00 | null | null | null | null | null | 41600 | null | null | null | null | null |
| DImensionality Reduction | 2006-07-18 00:00:00 | null | 70000 | null | null | null | null | null | null | null | null | null |
| Deep Belief Nets | 2006-07-18 00:00:00 | null | 60000 | null | null | null | null | null | null | null | null | null |
| Sparse Energy-Based Model | 2006-12-04 00:00:00 | null | 60000 | null | null | null | null | null | null | null | null | null |
| Regularized SVD for Collaborative Filtering | 2007-08-12 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| Deep Multitask NLP Network | 2008-07-05 00:00:00 | 633000000 | null | null | null | null | null | null | null | null | null | null |
| Multitask DNNs for NLP | 2008-07-05 00:00:00 | 631000000 | null | null | null | null | null | null | null | null | null | null |
| BigChaos 2008 | 2008-11-25 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| Semantic Hashing | 2008-12-10 00:00:00 | null | null | null | null | null | null | null | 311000 | null | null | null |
| BellKor 2009 | 2009-08-01 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| MatrixFac for Recommenders | 2009-08-07 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| 6-layer MLP (MNIST) | 2010-03-01 00:00:00 | null | 60000 | null | null | null | null | null | null | null | null | null |
| Word Representations | 2010-06-01 00:00:00 | 37000000 | null | null | null | null | null | null | null | null | null | null |
| ReLU (NORB) | 2010-06-15 00:00:00 | null | 292000 | null | null | null | null | null | null | null | null | null |
| KN5 LM + RNN 400/10 (WSJ) | 2010-09-26 00:00:00 | null | null | null | null | null | 6400000 | null | null | null | null | null |
| RNN 500/10 + RT09 LM (NIST RT05) | 2010-09-26 00:00:00 | null | null | null | null | null | 5400000 | null | null | null | null | null |
| YouTube Video Recommendation System | 2010-09-26 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| RNN-SpeedUp | 2011-05-22 00:00:00 | 698000 | null | null | null | null | null | null | null | null | null | null |
| Domain Adaptation | 2011-11-06 00:00:00 | null | 4650 | null | null | null | null | null | null | null | null | null |
| NLP from scratch | 2011-11-08 00:00:00 | 852000000 | null | null | null | null | null | null | null | null | null | null |
| MCDNN (MNIST) | 2012-02-13 00:00:00 | null | 60000 | null | null | null | null | null | null | null | null | null |
| Dropout (ImageNet) | 2012-06-03 00:00:00 | null | 1000000 | null | null | null | null | null | null | null | null | null |
| Dropout (MNIST) | 2012-06-03 00:00:00 | null | 60000 | null | null | null | null | null | null | null | null | null |
| Dropout (TIMIT) | 2012-06-03 00:00:00 | null | null | null | null | null | 41600 | null | null | null | null | null |
| Unsupervised High-level Feature Learner | 2012-07-12 00:00:00 | null | 10000000 | null | null | null | null | null | null | null | null | null |
| AlexNet | 2012-09-30 00:00:00 | null | 1200000 | null | null | null | null | null | null | null | null | null |
| Mitosis | 2013-09-22 00:00:00 | null | 1000000 | null | null | null | null | null | null | null | null | null |
| Word2Vec (large) | 2013-10-16 00:00:00 | 33000000000 | null | null | null | null | null | null | null | null | null | null |
| Word2Vec (small) | 2013-10-16 00:00:00 | 692000 | null | null | null | null | null | null | null | null | null | null |
| TransE | 2013-12-05 00:00:00 | null | null | null | null | null | null | null | 17000000 | null | null | null |
| Image generation | 2013-12-20 00:00:00 | null | 60000 | null | null | null | null | null | null | null | null | null |
| GloVe (32B) | 2014-01-01 00:00:00 | 42000000000 | null | null | null | null | null | null | null | null | null | null |
| GloVe (6B) | 2014-01-01 00:00:00 | 6000000000 | null | null | null | null | null | null | null | null | null | null |
| GANs | 2014-06-10 00:00:00 | null | null | null | null | null | null | null | null | null | 60000 | null |
| SPPNet | 2014-06-18 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| Multiresolution CNN | 2014-06-23 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| SmooCT | 2014-07-01 00:00:00 | null | null | 12000000000 | null | null | null | null | null | null | null | null |
| RNNsearch-50* | 2014-09-01 00:00:00 | 348000000 | null | null | null | null | null | null | null | null | null | null |
| VGG16 | 2014-09-04 00:00:00 | null | 1300000 | null | null | null | null | null | null | null | null | null |
| VGG19 | 2014-09-04 00:00:00 | null | 1300000 | null | null | null | null | null | null | null | null | null |
| Seq2Seq LSTM | 2014-09-10 00:00:00 | 652000000 | null | null | null | null | null | null | null | null | null | null |
| DSN | 2014-09-18 00:00:00 | null | 870000 | null | null | null | null | null | null | null | null | null |
| Deeply-supervised nets | 2014-09-18 00:00:00 | null | 870000 | null | null | null | null | null | null | null | null | null |
| LRCN | 2014-11-07 00:00:00 | null | 40000 | null | null | null | null | null | null | null | null | null |
| MSRA (C, PReLU) | 2015-02-06 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| DQN-2015 | 2015-02-25 00:00:00 | null | null | 50000000 | null | null | null | null | null | null | null | null |
| GoogLeNet / InceptionV1 | 2015-06-07 00:00:00 | null | 1200000 | null | null | null | null | null | null | null | null | null |
| BPE | 2015-08-31 00:00:00 | 37500000 | null | null | null | null | null | null | null | null | null | null |
| Inception v3 | 2015-12-02 00:00:00 | null | 1200000 | null | null | null | null | null | null | null | null | null |
| DeepSpeech2 (English) | 2015-12-08 00:00:00 | null | null | null | null | null | 163000000 | null | null | null | null | null |
| ResNet-152 (ImageNet) | 2015-12-10 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| AlphaGo Lee | 2016-01-27 00:00:00 | null | null | 29400000 | null | null | null | null | null | null | null | null |
| Spatiotemporal fusion ConvNet | 2016-06-01 00:00:00 | null | 97200 | null | null | null | null | null | null | null | null | null |
| R-FCN | 2016-06-21 00:00:00 | null | 94400 | null | null | null | null | null | null | null | null | null |
| GNMT | 2016-09-26 00:00:00 | 360000000 | null | null | null | null | null | null | null | null | null | null |
| PolyNet | 2016-11-17 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| Transformer | 2017-06-12 00:00:00 | 360000000 | null | null | null | null | null | null | null | null | null | null |
| JFT | 2017-08-04 00:00:00 | null | 300000000 | null | null | null | null | null | null | null | null | null |
| RetinaNet-R101 | 2017-08-07 00:00:00 | null | 135000 | null | null | null | null | null | null | null | null | null |
| AlphaGo Zero | 2017-10-18 00:00:00 | null | null | 5800000000 | null | null | null | null | null | null | null | null |
| CapsNet (MNIST) | 2017-10-26 00:00:00 | null | 60000 | null | null | null | null | null | null | null | null | null |
| PNASNet-5 | 2017-12-02 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| AlphaZero | 2017-12-05 00:00:00 | null | null | 700000 | null | null | null | null | null | null | null | null |
| AmoebaNet-A (F=448) | 2018-02-05 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| YOLOv3 | 2018-04-08 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| GPT | 2018-06-01 00:00:00 | 1000000000 | null | null | null | null | null | null | null | null | null | null |
| BigGAN-deep 512x512 | 2018-09-28 00:00:00 | null | null | null | null | null | null | null | null | null | 292000000 | null |
| BERT-Large | 2018-10-11 00:00:00 | 3300000000 | null | null | null | null | null | null | null | null | null | null |
| Decoupled weight decay regularization | 2019-01-04 00:00:00 | null | 50000 | null | null | null | null | null | null | null | null | null |
| GPT-2 (1542M) | 2019-02-14 00:00:00 | 3000000000 | null | null | null | null | null | null | null | null | null | null |
| KataGo | 2019-02-27 00:00:00 | null | null | 241000000 | null | null | null | null | null | null | null | null |
| MnasNet-A1 + SSDLite | 2019-05-29 00:00:00 | null | 118000 | null | null | null | null | null | null | null | null | null |
| MnasNet-A3 | 2019-05-29 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| RoBERTa Large | 2019-07-01 00:00:00 | 32000000000 | null | null | null | null | null | null | null | null | null | null |
| ObjectNet | 2019-09-06 00:00:00 | null | 50000 | null | null | null | null | null | null | null | null | null |
| ALBERT | 2019-09-26 00:00:00 | 3300000000 | null | null | null | null | null | null | null | null | null | null |
| T5-11B | 2019-10-23 00:00:00 | 150000000000 | null | null | null | null | null | null | null | null | null | null |
| T5-3B | 2019-10-23 00:00:00 | 150000000000 | null | null | null | null | null | null | null | null | null | null |
| MuZero | 2019-11-19 00:00:00 | null | null | 20000000000 | null | null | null | null | null | null | null | null |
| OpenAI Five | 2019-12-13 00:00:00 | null | null | 454000000000 | null | null | null | null | null | null | null | null |
| OpenAI Five Rerun | 2019-12-13 00:00:00 | null | null | 53100000000 | null | null | null | null | null | null | null | null |
| ALBERT-xxlarge | 2020-02-09 00:00:00 | 3300000000 | null | null | null | null | null | null | null | null | null | null |
| GPT-3 175B (davinci) | 2020-05-28 00:00:00 | 374000000000 | null | null | null | null | null | null | null | null | null | null |
| ViT-H/14 | 2020-09-28 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| wave2vec 2.0 LARGE | 2020-10-22 00:00:00 | null | null | null | null | null | 728000000 | null | null | null | null | null |
| CLIP (ResNet-50) | 2021-01-05 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| CLIP (ViT L/14@336px) | 2021-01-05 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| DALL-E | 2021-01-05 00:00:00 | null | null | null | null | null | null | null | null | null | 250000000 | null |
| Meta Pseudo Labels | 2021-03-01 00:00:00 | null | 130000000 | null | null | null | null | null | null | null | null | null |
| M6-T | 2021-03-05 00:00:00 | null | null | null | null | null | null | null | null | null | null | null |
| Transformer local-attention (NesT-B) | 2021-05-26 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| Denoising Diffusion Probabilistic Models (LSUN Bedroom) | 2021-06-11 00:00:00 | null | null | null | null | null | null | null | null | null | 3030000 | null |
| EfficientNetV2 | 2021-06-23 00:00:00 | null | 14200000 | null | null | null | null | null | null | null | null | null |
| Codex | 2021-07-07 00:00:00 | 31800000000 | null | null | null | null | null | null | null | null | null | null |
| HuBERT | 2021-07-27 00:00:00 | 821000000 | null | null | null | null | null | null | null | null | null | null |
| XLMR-XXL | 2021-08-17 00:00:00 | 125000000000 | null | null | null | null | null | null | null | null | null | null |
| FLAN | 2021-09-03 00:00:00 | 1870000000000 | null | null | null | null | null | null | null | null | null | null |
| Megatron-Turing NLG 530B | 2021-10-11 00:00:00 | 203000000000 | null | null | null | null | null | null | null | null | null | null |
| XGLM | 2021-12-20 00:00:00 | 1740000000 | null | null | null | null | null | null | null | null | null | null |
| data2vec (language) | 2022-01-20 00:00:00 | 3300000000 | null | null | null | null | null | null | null | null | null | null |
| data2vec (speech) | 2022-01-20 00:00:00 | null | null | null | null | null | 13100000 | null | null | null | null | null |
| data2vec (vision) | 2022-01-20 00:00:00 | null | 1280000 | null | null | null | null | null | null | null | null | null |
| InstructGPT | 2022-01-27 00:00:00 | 1310000 | null | null | null | null | null | null | null | null | null | null |
| GPT-NeoX-20B | 2022-02-09 00:00:00 | 177000000000 | null | null | null | null | null | null | null | null | null | null |
| LaMDA | 2022-02-10 00:00:00 | 1560000000000 | null | null | null | null | null | null | null | null | null | null |
| Chinchilla | 2022-03-29 00:00:00 | 1050000000000 | null | null | null | null | null | null | null | null | null | null |
| PaLM (540B) | 2022-04-04 00:00:00 | 585000000000 | null | null | null | null | null | null | null | null | null | null |
| DALL·E 2 | 2022-04-06 00:00:00 | null | null | null | null | null | null | null | null | null | 650000000 | null |
| Stable Diffusion (LDM-KL-8-G) | 2022-04-13 00:00:00 | null | null | null | null | null | null | null | null | null | 400000000 | null |
| Sparse all-MLP | 2022-04-14 00:00:00 | 75000000000 | null | null | null | null | null | null | null | null | null | null |
| Parti | 2022-06-22 00:00:00 | null | null | null | null | null | null | null | null | null | 4800000000 | null |
| Minerva (540B) | 2022-06-29 00:00:00 | 614000000000 | null | null | null | null | null | null | null | null | null | null |
| NLLB | 2022-07-06 00:00:00 | 360000000000 | null | null | null | null | null | null | null | null | null | null |
| Whisper | 2022-09-21 00:00:00 | null | null | null | null | null | 9300000000 | null | null | null | null | null |
| BLOOM | 2022-11-08 00:00:00 | 263000000000 | null | null | null | null | null | null | null | null | null | null |
| LLaMA-65B | 2023-02-24 00:00:00 | 1050000000000 | null | null | null | null | null | null | null | null | null | null |
| Falcon-40B | 2023-03-15 00:00:00 | 750000000000 | null | null | null | null | null | null | null | null | null | null |
| PaLM 2 | 2023-05-10 00:00:00 | 2700000000000 | null | null | null | null | null | null | null | null | null | null |
| InternLM | 2023-07-06 00:00:00 | 750000000000 | null | null | null | null | null | null | null | null | null | null |
| Llama 2 | 2023-07-18 00:00:00 | 1500000000000 | null | null | null | null | null | null | null | null | null | null |
| Jais | 2023-08-29 00:00:00 | 300000000000 | null | null | null | null | null | null | null | null | null | null |
| Falcon 180B | 2023-09-06 00:00:00 | 2625000000000 | null | null | null | null | null | null | null | null | null | null |