Quora 上 Yoshua Bengio 对 ML 研究者的建议
Originally Answered: Yoshua Bengio: What advise do you have for young researchers entering the field of Machine Learning?
Make sure you have a strong training in math and computer science (including the practical part, i.e., programming). Read books and (lots of) papers but that is not enough: you need to develop your intuitions by
(a) programming a bunch of learning algorithms yourself, e.g., trying to reproduce existing papers
(b) learning to tune hyper-parameters and explore variants (in architecture, objective function, etc.), e.g., by participating in competitions or trying to improve on published results once you have been able to reproduce them. Then, find collaborators with whom you can brainstorm about ideas and share the workload involved in exploring and testing new ideas. Working with an existing group is ideal, of course, or recruit your own students to work on this with you, if you are a faculty.
intuitively,
1.对话 Yoshua Bengio: 对年轻机器学习领域的研究者的建议, 四个核心能力
(i). 确保数学和计算机学科扎实训练, 包括数学理论 + 编程实践
(ii). 阅读书籍和很多论文
(iii). 在阅读论文的基础上
（a）自己编写一堆学习算法来发展自己的直觉，例如尝试复制现有的论文
（b）通过学习调参和探索变体（在模型结构，目标函数等），例如通过参与竞赛或尝试改进已发表的结果，一旦你能够重现它们.
(iv). 找到小伙伴与他们头脑风暴，分享探索和测试新想法的相关工作. 如果是教师，与现有团队合作当然是很理想的，或者招募学生与一起工作.
Reference
[1]. https://www.quora.com/bookmarked_answers. Yoshua Bengio: What advise do you have for young researchers entering the field of Machine Learning?
转载请注明来源, from goldandrabbit.github.io
