AI Fluency: Framework & Foundations
Practice deciding when to use AI, communicating a task, and checking its output through the 4D framework.
Cost: Pricing not verified; check provider
AIMATRALAB / ACADEMY
Selected learning resources for researchers, with courses, live sessions, and private classrooms as teachers publish them.
Curated from official sourcesStart with AI literacy, agents, and research tools. Course content and pricing are maintained by each provider.
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Start with concept lessons if you have no coding background. Prerequisites and costs are shown on each resource. Free materials do not include paid APIs or cloud compute.
Practice deciding when to use AI, communicating a task, and checking its output through the 4D framework.
Cost: Pricing not verified; check provider
Work through Python examples of prompt iteration, summarization, text transformation, and a chatbot.
Cost: Pricing not verified; check provider
Explore regression, classification, data preparation, and model evaluation with interactive exercises.
Cost: Pricing not verified; check provider
Study agent concepts and build agents that use tools through guided practical units.
Cost: Pricing not verified; check provider
Learn Transformers, datasets, tokenization, and fine-tuning through the Hugging Face ecosystem.
Cost: Pricing not verified; check provider
Start with generative AI concepts, prompting and application development.
Cost: 教材免费;模型 API/云服务可能收费 / Free material; API/cloud usage may cost extra
Community Chinese adaptations covering prompting, retrieval and evaluation.
Cost: 教材免费;模型 API/云服务可能收费 / Free material; API/cloud usage may cost extra
Chinese practical lessons on model APIs, knowledge bases and RAG.
Cost: 教材免费;模型 API/云服务可能收费 / Free material; API/cloud usage may cost extra
Learn training, evaluation, convolutional networks and attention with runnable code.
Cost: 教材免费;GPU/云算力可能收费 / Free material; compute may cost extra
Chinese lessons progressing from NLP and Transformers to LLM training.
Cost: 教材免费;GPU/云算力可能收费 / Free material; compute may cost extra
Chinese agent lessons covering tools, planning and workflows.
Cost: 教材免费;模型 API/云服务可能收费 / Free material; API/cloud usage may cost extra
Chinese learning materials on agent design patterns with Python exercises.
Cost: 教材免费;模型 API/云服务可能收费 / Free material; API/cloud usage may cost extra
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