English Chinese ad-hoc, ad hoc (fix/method) 特设的（修改/方法） training (dataset) 训练（集） n. evaluation (dataset) 验证（集） n. testing (dataset) 测试（集） n. train 训练 v. evaluate 验证 v. test 测试 v. 试 v.
See also: Machine Learning - Just-do-it (hands on) Basics Math Books Favoured # DSML (Kroese, Botev et.al. - Chapman Press 2019) Data Science and Machine Learning: Mathematical and Statistical Methods. With public datasets, code and pdf online. NNDL (Michael Nielsen 2016 邱锡鹏（译） 2020.06) Keywords: CNN, RNN, Attention, Gaussian Mix., RBM, DBN, GAN, RL, TF, PyTorch: equation, pseudocode, exercise … 公开了所有代码等内容的（中文）电子书。 PDF, PPT, code, exercise & solution, etc. MLAPP (Kevin Murphy), Machine Learning - A Probablistic Perspective, is more comprehensive, insightful and interesting, and contains more “real” examples/problems. ...
This is a summary of KD-nuggets blogs: here and here. Pictures are modified for my own notes. Tools Associations # sunny’s conclusion # Possible framework 1: Hadoop + Spark + Python + scikit. Possible framework 2: SQL+ Excel + Tableau. Try NOT use: RapidMiner, KNIME (whatever situation). Big Data Related Tools # Deep Learning Related Tools # Big_Data- / Deep_Learning-Related Tools # Conclusion 1: Big_Data & DL are positively related. ...