AI Engineering Launchpad
Beginner to Intermediate
A beginner-to-practitioner path through ML basics, transformer foundations, LLM vocabulary, prompting, evaluation, and production choices.
Beginner to Intermediate· 3 Topics· 171 Resources· Updated Jul 2, 2026
1
ML & LLM Foundations
Not StartedLearn embeddings, tokenization, logits, attention, transformers, optimizers, and model basics.
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Prompting & Evaluation
Not StartedPractice prompting, decoding, hyperparameters, templates, and product evals.
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Production AI Decisions
Not StartedNavigate model selection, managed APIs, self-hosting, fine-tuning, quantization, safety, ethics, and build-vs-buy decisions.
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