Training Data
Labeled datasets, fine-tuning corpora, and evaluation benchmarks for ML
Data Listings
Quantum Processor & Photonics Patterns — 4 curated
Four original quantum processor & photonics patterns covering reconfigurable atom arrays, quantum utility, altermagnetics, lithium niobate photonics. Real OpenAlex metadata (2024-2026). Ideal for quantum NLP, photonics research training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/quantum-computing/query — instant full pack delivery after on-chain payment.
Neurodegenerative Disease & Biomarker Patterns — 8 curated
Eight original neurodegenerative disease & biomarker patterns covering Alzheimer's, Parkinson's, tau protein, amyloid biomarkers, neurodegeneration. Real OpenAlex metadata (2024-2026). Ideal for neuro NLP, biomarker discovery training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/neurodegenerative/query — instant full pack delivery after on-chain payment.
Water Resources & Hydrology Management Patterns — 8 curated
Eight original water resources & hydrology management patterns covering groundwater, aquifer systems, desalination, hydrological modeling. Real OpenAlex metadata (2024-2026). Ideal for water-sector NLP, hydrology AI training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/water-resources/query — instant full pack delivery after on-chain payment.
Blockchain & DeFi Protocol Risk Patterns — 8 curated
Eight original blockchain & DeFi protocol risk patterns covering smart contract security, decentralized finance, cryptocurrency analysis. Real OpenAlex metadata (2024-2026). Ideal for web3 NLP, on-chain risk training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/blockchain-defi/query — instant full pack delivery after on-chain payment.
Climate Adaptation & Resilience Planning Patterns — 8 curated
Eight original climate adaptation & resilience planning patterns covering climate modeling, flood risk, drought adaptation, resilience assessment. Real OpenAlex metadata (2024-2026). Ideal for climate AI, resilience planning training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/climate-adaptation/query — instant full pack delivery after on-chain payment.
Mental Health Screening & Digital Psychiatry Patterns — 4 curated
Four original mental health screening & digital psychiatry patterns covering depression screening, anxiety assessment, psychiatric NLP. Real OpenAlex metadata (2024-2026). Ideal for mental-health NLP, digital psychiatry training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/mental-health-ai/query — instant full pack delivery after on-chain payment.
Cancer Immunotherapy & Tumor Microenvironment Patterns — 8 curated
Eight original cancer immunotherapy & tumor microenvironment patterns covering immunotherapy response, tumor biology, CAR-T, checkpoint inhibitors. Real OpenAlex metadata (2024-2026). Ideal for oncology NLP, immuno-oncology training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/cancer-immunotherapy/query — instant full pack delivery after on-chain payment.
Cyber Threat Detection & Network Intrusion Patterns — 8 curated
Eight original cyber threat detection & network intrusion patterns covering malware analysis, intrusion detection, ransomware, network security. Real OpenAlex metadata (2024-2026). Ideal for security NLP, threat intelligence training. ⚡ Crypto direct (USDC/Base, no platform account): POST 95_000 microUSDC to https://most-daylight-fraying.ngrok-free.dev/x402/cybersecurity-threats/query — instant full pack delivery after on-chain payment.
Aerospace, UAV & Weather Prediction Patterns — 6 curated
Six original aerospace, UAV & weather prediction patterns covering drone systems, atmospheric modeling, satellite systems, aerospace materials. Real paper metadata from OpenAlex (2024-2026). Ideal for aerospace NLP, drone analytics.
Pharmacovigilance & Drug Safety Patterns — 7 curated
Seven original pharmacovigilance & drug safety patterns covering adverse event reporting, drug interactions, safety signals, regulatory submissions. Real OpenAlex metadata (2024-2026). Ideal for pharma NLP, drug safety monitoring.
Geopolitics & Trade Policy Patterns — 7 curated
Seven original geopolitics & trade policy patterns covering international relations, trade policy, conflict analysis, sanctions. Real OpenAlex metadata (2024-2026). Ideal for political risk NLP, policy analysis.
Insurance & Risk Assessment Patterns — 7 curated
Seven original insurance & risk assessment patterns covering actuarial modeling, catastrophe modeling, underwriting automation, claims analytics. Real OpenAlex metadata (2024-2026). Ideal for insurtech NLP, risk modeling.
Telemedicine & Digital Health Patterns — 6 curated
Six original telemedicine & digital health patterns covering remote diagnostics, health monitoring, digital therapeutics, patient engagement. Real OpenAlex metadata (2024-2026). Ideal for health-tech NLP, remote care analytics.
Robotics & Industrial Automation Patterns — 6 curated
Six original robotics & industrial automation patterns covering cobots, sensor fusion, path planning, industrial IoT. Real OpenAlex metadata (2024-2026). Ideal for robotics NLP, manufacturing analytics.
Linguistics & Natural Language Processing Patterns — 6 curated
Six original linguistics & NLP patterns covering syntax, semantics, multilingual corpora, phonology. Real OpenAlex metadata (2024-2026). Ideal for computational linguistics, language model training.
Psychology & Clinical Assessment Patterns — 6 curated
Six original psychology & clinical assessment patterns covering mental health screening, behavioral patterns, cognitive assessment, therapy outcome measurement. Real OpenAlex metadata (2024-2026). Ideal for psychology NLP, clinical NLP.
Transportation & Electric Vehicle Patterns — 7 curated
Seven original transportation & electric vehicle patterns covering EV charging, autonomous driving, fleet management, traffic optimization. Real OpenAlex metadata (2024-2026). Ideal for automotive NLP, mobility analytics.
Marine Science & Aquatic Ecology Patterns — 7 curated
Seven original marine science & aquatic ecology patterns covering ocean systems, coral reefs, fisheries, marine biodiversity. Real OpenAlex metadata (2024-2026). Ideal for oceanographic NLP, fisheries analytics.
Astrophysics & Gravitational Wave Detection Patterns — 8 curated
Eight original astrophysics & gravitational wave detection patterns covering GW astronomy, dark matter, cosmology, telescope instrumentation. Real OpenAlex metadata (2024-2026). Ideal for astrophysics NLP, observatory data.
Biotechnology & Protein Engineering Patterns — 8 curated
Eight original biotechnology & protein engineering patterns covering protein folding, CRISPR, synthetic biology, bioprocess engineering. Real OpenAlex metadata (2024-2026). Ideal for biotech NLP, genomics research.
Fintech Payments & Financial Analytics Patterns — 5 curated
Five original fintech payments & financial analytics patterns covering payment systems, blockchain settlement, digital banking, fraud analytics. Real OpenAlex metadata (2024-2026). Ideal for fintech NLP, payment analytics.
Social Media & Online Communication Patterns — 6 curated
Six original social media & online communication patterns covering platform dynamics, misinformation detection, social network analysis, content moderation. Real paper metadata from OpenAlex (2024-2026). Ideal for social analytics NLP.
Aerospace, UAV & Weather Prediction Patterns — 6 curated
Six original aerospace, UAV & weather prediction patterns covering drone systems, atmospheric modeling, satellite systems, aerospace materials. Real paper metadata from OpenAlex (2024-2026). Ideal for aerospace NLP, drone analytics.
Food Science & Nutritional Safety Patterns — 7 curated
Seven original food science & nutritional safety patterns covering food safety, nutritional analysis, food processing, contamination detection. Real paper metadata from OpenAlex (2024-2026). Ideal for food industry NLP, safety monitoring.
All 98 listings in Training Data
- Regulatory Compliance & Reporting Standards Patterns — 7 curated$0.95
- Sports Science & Human Performance Patterns — 6 curated$0.95
- Renewable Energy & Smart Grid Integration Patterns — 8 curated$0.95
- Agricultural IoT & Precision Crop Management Patterns — 7 curated$0.95
- AI Security, Trustworthy Systems & Fraud Detection Patterns — 7 curated$0.95
- Public Health & Epidemiology Patterns — 8 curated (outbreaks, prevalence, surveillance)$0.95
- Climate Change & Biodiversity Patterns — 8 curated (species, ecosystems, conservation)$0.95
- Oxidative Stress & Cellular Biology Patterns — 8 curated (ROS, mitochondria, antioxidants)$0.95
- Aging, Dementia & Neurodegeneration Patterns — 8 curated (Alzheimer's, cognition, brain)$0.95
- AI in Education & Learning Analytics Patterns — 8 curated (adaptive learning, student models, edtech)$0.95
- Perovskite & Solar Energy Materials Patterns — 8 curated (PV efficiency, bandgap, cells)$0.95
- Quantum Physics & Advanced Materials Patterns — 8 curated (qubits, photons, particles)$0.95
- Nanotechnology & Materials Science Patterns — 8 curated (nanoparticles, perovskite, graphene)$0.95
- Microplastics & Environmental Contamination Patterns — 8 curated (pollution, nanoplastics, marine)$0.95
- Avian Influenza & Virology Research Patterns — 8 curated (H5N1, viral evolution, vaccines)$0.95
- Code Generation & Programming LLM Patterns — 8 curated (completion, bugs, synthesis, eval)$0.95
- Multimodal & Vision-Language Patterns — 8 curated (VLM, image-text, diffusion, visual QA)$0.95
- Agentic Reasoning & Planning Patterns — 8 curated (agents, CoT, tool use, ReAct)$0.95
- RAG & Information Retrieval Patterns — 8 curated (RAG pipelines, context, embeddings)$0.95
- Supply Chain & Inventory Optimization Patterns — 5 curated (logistics, demand, production)$0.95
- Climate & Energy Transition Patterns — 6 curated (carbon pricing, renewables, emissions)$0.95
- Genomics & Sequencing Research Patterns — 8 curated (genome assembly, variants, DNA)$0.95
- Drug Discovery & Molecular Research Patterns — 8 curated (AMR burden, RTK therapy, targets)$0.95
- Clinical AI Decision Support Patterns — 8 curated (LLM clinical eval, medical QA, diagnosis)$0.95
- Market Risk & Carbon-Transition Economic Patterns — 6 curated (Carbon pricing, Inventory, Inequality)$0.95
- Clinical Trial & Oncology Research Patterns — 8 curated (Cancer stats, Alzheimer's, RTK therapy)$0.95
- LLM Evaluation & Reasoning Decision Patterns — 8 curated (Survey, DeepSeek-R1, Agents)$0.95
- Healthcare & Medical Device Research Intents — 10 curated retrieval queries for RAG pipelines$20.00
- AI Model Training Query Intents — 12 curated for domain-adaptive pretraining (NLP + vision)$25.00
- Clinical & Biomedical Research Query Intents — 12 curated for medical AI fine-tuning$20.00
- Ten NLP & LLM fine-tuning query intents — curated, verified (ToolLLM, ChatGLM, Survey)$0.65
- Vision & Multimodal Annotation Intents — MiniGPT-4, BLIP-2 (curated)$0.70
- Finance & Market Data Intents — Biobank, Stock Dashboard (2 curated)$0.65
- Biomedical Research Retrieval Intents — Med-PaLM, USMLE (3 curated)$0.60
- PREDATOR Biomedical Dataset — 149K+ PubMed Abstracts & Clinical Items$0.50
- AI Evaluator Defect-Severity & Ranking Decision Patterns — Quality Tradeoffs & Preference Weighting$0.95
- AI Answer Editing — Concision, Relevance & Tone Correction Patterns$0.95
- Practical Consumer Evidence-Request Patterns — Authentication, Records & Dispute Documentation$0.90
- Used Tech Marketplace Listing & Buyer-Expectation Intents — Condition, Accessories & Compatibility$0.70
- Refund Timing & Posting Expectations Across Payment Methods — Cards, Direct Debits & Merchants$0.75
- Dutch Consumer Complaint Language — Formalization, Remedies & Escalation$0.85
- VRChat Menu, UX & In-World Interaction Troubleshooting — Positioning, Head Follow & Comfort$0.75
- Concise Professional Complaint Rewriting Patterns — 250, 1000 & 2000 Character Formats$0.85
- Dutch Banking & Payment-Support Language Intents — Refunds, Incasso & Payouts$0.75
- Fintech Dispute Evidence & Authentication Request Intents — 3DS, Device Data & Reconsideration$0.90
- Hospitality Refund, Goodwill & Unused-Service Scenarios — Partial Refunds & Add-On Fees$0.75
- Consumer Travel Disruption & Refund Communication Intents — Credits, Payment Methods & Escalation$0.85
- AI Response Evaluation & Naturalness Judgment Patterns — Quality, Tone & Instruction Following$0.95
- Consumer Refund Rights & Resolution Reasoning Scenarios — Disputes, Remedies & Escalation$0.90
- Collectibles, Resale Value & Price-Anomaly Queries — Scarcity, Condition & Market Pricing$0.65
- VR Hardware Resale & Compatibility Question Intents — Trackers, Setup & Buyer Expectations$0.70
- Informal Dutch to Professional English Rewriting Patterns — Support, Complaints & Email$0.85
- Account Recovery, Suspension & Appeal Intents — Reinstatement, Compromise & Escalation$0.80
- Python & Windows Beginner Troubleshooting Intents — Installation, Scripts & CLI$0.65
- VR Social Platform UX & Community Feedback Intents — Creator, Tracking & Onboarding$0.75
- AI & Tech Job Application Self-Presentation Intents — CV, Fit & Experience Framing$0.75
- Consumer Electronics Returns & Warranty Escalation Intents — Defects, Replacements & Refunds$0.70
- Short-Form Customer Support & Appeal Constraints — Character Limits, Tone & Remedy Goals$0.80
- VR Hardware, Full-Body Tracking & Calibration Queries — Mixed Tracking Systems$0.75
- Unity Scene Debugging & Editor Interaction Intents — Practical Troubleshooting Queries$0.75
- Visual Artifact & AI-Generated Image Defect Taxonomy — Anatomy, Text, Spatial Logic & More$0.90
- AI Image Quality & Aesthetic Evaluation Decision Patterns — Human Preference Heuristics$0.95
- Consumer Complaint & Escalation Intent Dataset — Refunds, Disputes & Service Failures$0.85
- Real-World Food Storage, Portion Conversion & Meal Safety Queries$0.60
- Real-World Pet Care & Safety Questions — Cats, Kittens & Small Dogs$0.60
- Native Dutch Everyday Consumer Queries — Informal Conversational Language$0.60
- Real-World Consumer Banking Refund & Payment Timing Queries — Dutch/EU Context$0.65
- Real-World VR & Unity Troubleshooting Queries — Quest, Vive Trackers & Unity Editor$0.75
- Native Dutch–English Naturalness & Localization Pairs — Human Conversational Corrections$0.60
- De-identified Consumer Dispute & Refund Escalation Scenarios — Fintech, Travel, Retail & Payments$0.75
- Training Data: ML Benchmark Datasets Size & Task ReferenceFREE
- Training Data: Labeling, Splits & Evaluation Metrics GlossaryFREE
- Training Data: Dataset Hubs, Corpora & Benchmark DirectoryFREE
- Reference Listing: Training Data — Labeled Corpora & Eval Benchmarks That SellFREE
API Integration
curl -X GET "https://verticalmarketplace.ai/api/marketplace/listings?vertical=training-data"
# Pay-per-query an open-license listing in USDC (no account)
curl -X GET "https://verticalmarketplace.ai/api/x402/listings/LISTING_ID/query"