Artificial Intelligence & Machine Learning field

Technologies curated under the Artificial Intelligence & Machine Learning field in TechTree.

Modern

• Artificial Intelligence (Early) (artificial_intelligence_early) — 1948 / decade
• Artificial Neurons (artificial_neurons) — 1948 / decade
• Backpropagation Training (backpropagation_training) — 1948 / decade
• Cybernetics (cybernetics) — 1948 / year
• Perceptrons (perceptrons) — 1948 / decade
• Machine Learning (Early Algorithms) (machine_learning_early_algorithms) — 1958 / decade
• Symbolic AI & Expert Systems (symbolic_ai_expert_systems) — 1965 / exact
• Computer Vision (computer_vision) — 1966 / exact
• Unsupervised Learning & Clustering (unsupervised_learning_clustering) — 1967 / year
• Convolutional Neural Networks (convolutional_neural_networks) — 1980 / exact
• MLOps & Model Serving (mlops_model_serving) — 1983 / decade
• Word Embeddings (word_embeddings) — 1983 / decade
• Deep Learning Neural Networks (deep_learning_neural_networks) — 1986 / exact
• Probabilistic Graphical Models (probabilistic_graphical_models) — 1988 / year
• Recommender Systems (recommender_systems) — 1992 / decade
• Reinforcement Learning (reinforcement_learning) — 1995 / exact
• Supervised Learning Pipelines (supervised_learning_pipelines) — 1995 / exact
• Support Vector Machines (support_vector_machines) — 1995 / exact
• Graphics Processing Units (GPUs) (graphics_processing_units_gpu) — 1999 / exact
• Decision Tree Ensemble Methods (decision_tree_ensemble_methods) — 2001 / exact
• Data Labeling Platforms (data_labeling_platforms) — 2009 / exact
• ML Benchmark Datasets (ml_benchmark_datasets) — 2009 / exact
• AI Accelerators (ai_accelerators) — 2010 / decade
• Deep Learning Computer Vision (computer_vision_deep_learning) — 2012 / exact
• Deep Learning Speech Recognition (speech_recognition_deep_learning) — 2012 / exact
• Sequence-to-Sequence Attention (sequence_to_sequence_attention) — 2014 / exact
• AI Training Clusters (ai_training_clusters) — 2015 / exact
• Large Language Models (large_language_models) — 2017 / decade
• Model Evaluation Benchmarks (model_evaluation_benchmarks) — 2017 / decade
• Prompt Engineering & System Prompts (prompt_engineering_system_prompts) — 2017 / decade
• Transformer Architectures (transformer_architectures) — 2017 / exact
• Edge AI Inference (edge_ai_inference) — 2019 / exact
• Vector Databases (vector_databases) — 2019 / decade
• AI Safety & Alignment Methods (ai_safety_alignment_methods) — 2020 / decade
• Diffusion Models & Generative AI (diffusion_models_generative_ai) — 2020 / exact
• Instruction Tuning & RLHF (instruction_tuning_rlhf) — 2020 / exact
• Retrieval-Augmented Generation (retrieval_augmented_generation) — 2020 / exact
• Self-Supervised Learning (self_supervised_learning) — 2020 / exact
• Foundation Models (foundation_models) — 2021 / exact
• Model Pretraining & Fine-Tuning (model_pretraining_finetuning) — 2021 / exact
• Multimodal Contrastive Learning (multimodal_contrastive_learning) — 2021 / year
• Tool-Using Language Models (tool_using_language_models) — 2022 / exact

Future

• Advanced AI Systems (advanced_ai) — 2035 / unknown
• AI Model Auditing (ai_model_auditing) — 2035 / unknown
• AI Scientist (Automated Discovery) (ai_scientist_automated_discovery) — 2035 / unknown
• Autonomous AI Agent Workflows (autonomous_ai_agent_workflows) — 2035 / unknown
• Foundation Model Operating Systems (foundation_model_operating_systems) — 2035 / unknown
• On-Device Personal Foundation Models (on_device_personal_foundation_models) — 2035 / unknown
• Robust Explainable AI (XAI) (explainable_ai_xai) — 2035 / unknown
• Verifiable AI Reasoning Systems (verifiable_ai_reasoning_systems) — 2035 / unknown