Name: AI Computation & Hardware Trends
Creator: Kaggle
License: https://www.apache.org/licenses/

About this Dataset

AI Computation & Hardware Trends

This dataset explores the exponential increase in computational resources used for training artificial intelligence models over the last few decades. It highlights the profound advances in AI capabilities driven by substantial investments and enhanced training computation. Additionally, the dataset delves into the global production of AI hardware, specifically CPUs and GPUs, identifying the key countries dominating this critical industry. This comprehensive dataset aims to provide insights into the correlation between increased computational power and AI advancements, as well as the geopolitical implications of AI hardware production concentration.

Tables

Ai Performance Knowledge Tests Vs Training Computation

@kaggle.programmerrdai_ai_computation_and_hardware_trends.ai_performance_knowledge_tests_vs_training_computation

5.53 kB
25 rows
6 columns

CREATE TABLE ai_performance_knowledge_tests_vs_training_computation (
  "entity" VARCHAR,
  "code" VARCHAR,
  "year" BIGINT,
  "mmlu_avg" DOUBLE,
  "training_computation_petaflop" BIGINT  -- Training Computation (petaFLOP),
  "organization" VARCHAR
);

Artificial Intelligence Training Computation

@kaggle.programmerrdai_ai_computation_and_hardware_trends.artificial_intelligence_training_computation

26.55 kB
837 rows
5 columns

CREATE TABLE artificial_intelligence_training_computation (
  "entity" VARCHAR,
  "code" VARCHAR,
  "day" TIMESTAMP,
  "training_computation_petaflop" DOUBLE  -- Training Computation (petaFLOP),
  "domain" VARCHAR
);

Corporate Investment In Artificial Intelligence By Type

@kaggle.programmerrdai_ai_computation_and_hardware_trends.corporate_investment_in_artificial_intelligence_by_type

4.14 kB
50 rows
4 columns

CREATE TABLE corporate_investment_in_artificial_intelligence_by_type (
  "entity" VARCHAR,
  "code" VARCHAR,
  "year" BIGINT,
  "total_corporate_investment_inflation_adjusted" BIGINT  -- Total Corporate Investment - Inflation Adjusted
);

Market Share Logic Chip Production Manufacturing Stage

@kaggle.programmerrdai_ai_computation_and_hardware_trends.market_share_logic_chip_production_manufacturing_stage

5.04 kB
9 rows
6 columns

CREATE TABLE market_share_logic_chip_production_manufacturing_stage (
  "entity" VARCHAR,
  "code" VARCHAR,
  "year" BIGINT,
  "design" DOUBLE,
  "fabrication" DOUBLE,
  "assembly_testing_and_packaging" DOUBLE  -- Assembly, Testing And Packaging
);