AI Computation & Hardware Trends by Kaggle | Technology and IT

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

5.4 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,
  "organization" VARCHAR
);

Artificial Intelligence Training Computation

@kaggle.programmerrdai_ai_computation_and_hardware_trends.artificial_intelligence_training_computation

25.92 KB
837 rows
5 columns


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

Corporate Investment In Artificial Intelligence By Type

@kaggle.programmerrdai_ai_computation_and_hardware_trends.corporate_investment_in_artificial_intelligence_by_type

4.05 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
);

Market Share Logic Chip Production Manufacturing Stage

@kaggle.programmerrdai_ai_computation_and_hardware_trends.market_share_logic_chip_production_manufacturing_stage

4.92 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
);