小米顶尖应届-端侧大模型算法工程师-软件
校招全职地点:深圳状态:招聘
工作描述
任职要求 1、信号处理/模式识别/人工智能等相关专业毕业,熟练使用C/C++; 2、对深度学习有深刻认识,熟悉各种神经网络及背后数学原理,熟悉各类神经网络模型的量化/压缩/性能优化方案; 3、对大模型加速优化方案有深入了解,对投机采样,GQA,MOE,Lora量化等技术有开发与优化经验者优先; 4、有TF…
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包括英文材料
模式识别+
https://www.mathworks.com/discovery/pattern-recognition.html
Pattern recognition is the process of classifying input data into objects, classes, or categories using computer algorithms based on key features or regularities.
https://www.microsoft.com/en-us/research/wp-content/uploads/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science.
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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