共 3 条相关资源。
斯坦福研究生级机器学习课程：严格数学推导 + 精炼 notes，覆盖 GLM、SVM、学习理论、EM、强化学习，吴恩达主讲版本是经典中的经典，适合打深基础。Stanford's graduate-level ML course with rigorous math derivations and concise notes, covering GLMs, SVMs, learning theory, EM and RL.
斯坦福 NLP 旗舰课：从词向量到 Transformer、预训练与提示，Manning 主讲，几乎是大模型时代的「前置必修课」，讲义与作业质量双高。Stanford's NLP flagship course from word vectors to Transformers and prompting, taught by Christopher Manning — the prerequisite course for the LLM era.
斯坦福王牌 CV 课程：从图像分类与 kNN 讲到 CNN、检测、分割、3D 与生成模型，课程 notes（中文翻译版流传极广）质量极高，Fei-Fei Li 团队出品。Stanford's flagship computer vision course: from image classification to CNNs, detection, segmentation and generative models, with legendary course notes.