Parameter, Compute And Data Trends In Machine Learning - Regressions

CREATE TABLE owid_epoch_regressions_1 (
  "days_since_1949" INTEGER,
  "system" VARCHAR,
  "training_computation_petaflop" FLOAT,
  "parameters" FLOAT,
  "training_dataset_size_datapoints" FLOAT  -- Training Dataset Size, Datapoints,
  "publication_date" TIMESTAMP,
  "domain" VARCHAR,
  "organization_categorization" VARCHAR
);

CREATE TABLE owid_epoch_regressions_2 (
  "days_since_1949" INTEGER,
  "system" VARCHAR,
  "training_computation_petaflop" FLOAT,
  "parameters" FLOAT,
  "training_dataset_size_datapoints" FLOAT  -- Training Dataset Size, Datapoints,
  "publication_date" TIMESTAMP,
  "domain" VARCHAR,
  "organization_categorization" VARCHAR
);

CREATE TABLE owid_epoch_regressions_3 (
  "days_since_1949" INTEGER,
  "model" VARCHAR,
  "training_computation_petaflop" FLOAT,
  "parameters" FLOAT,
  "training_dataset_size_datapoints" FLOAT  -- Training Dataset Size, Datapoints,
  "publication_date" TIMESTAMP,
  "domain" VARCHAR,
  "organization_categorization" VARCHAR
);

CREATE TABLE owid_epoch_regressions_4 (
  "days_since_1949" INTEGER,
  "model" VARCHAR,
  "training_computation_petaflop" FLOAT,
  "parameters" FLOAT,
  "training_dataset_size_datapoints" FLOAT  -- Training Dataset Size, Datapoints,
  "publication_date" TIMESTAMP,
  "domain" VARCHAR,
  "organization_categorization" VARCHAR
);

CREATE TABLE owid_epoch_regressions_5 (
  "days_since_1949" INTEGER,
  "model" VARCHAR,
  "training_computation_petaflop" FLOAT,
  "parameters" FLOAT,
  "training_dataset_size_datapoints" FLOAT  -- Training Dataset Size, Datapoints,
  "publication_date" TIMESTAMP,
  "domain" VARCHAR,
  "organization_categorization" VARCHAR
);

CREATE TABLE owid_epoch_regressions_6 (
  "days_since_1949" INTEGER,
  "model" VARCHAR,
  "training_computation_petaflop" FLOAT,
  "parameters" FLOAT,
  "training_dataset_size_datapoints" FLOAT  -- Training Dataset Size, Datapoints,
  "publication_date" TIMESTAMP,
  "domain" VARCHAR,
  "organization_categorization" VARCHAR
);