顺丰感知算法工程师
社招全职3-5年地点:深圳状态:招聘
任职要求
1、计算机科学、电子工程、数学或相关领域的硕士或博士学位; 2、在计算机视觉、图像处理、模式识别等领域具有扎实的理论基础和实践经验; 3、熟练掌握计算机视觉相关的编程语言和工具,如Python、C++、OpenCV等; 4、熟悉深度学习框架,如TensorFlow、PyTorch等,并有实际项目经验; 5、对图像处理和计算机视觉领域的研究有强烈的兴趣,并愿意不断学习和尝试新的算法和技术; 6、具备优秀的问题解决能力、团队合作能力和沟通能力,能够承担技术挑战和高效完成任务; 7、具有神经网络模型在嵌入式平台的移植优化经验者优先。
工作职责
1、设计、实现和优化计算机视觉算法,解决实际问题,如目标检测、图像分割、图片分类等; 2、进行相关领域的研究和调研,关注最新的学术进展,并将其应用于公司的项目中; 3、利用深度学习技术,构建和训练神经网络模型,提高算法的准确度和鲁棒性; 4、参与数据的采集、标注和预处理工作,保障算法的数据支持; 5、与团队成员紧密合作,将算法集成到实际项目中,确保项目的成功实施; 6、负责算法的性能评估和改进,不断优化算法的效率和效果。
包括英文材料
学历+
OpenCV+
https://learnopencv.com/getting-started-with-opencv/
At LearnOpenCV we are on a mission to educate the global workforce in computer vision and AI.
https://opencv.org/university/free-opencv-course/
This free OpenCV course will teach you how to manipulate images and videos, and detect objects and faces, among other exciting topics in just about 3 hours.
图像处理+
https://opencv.org/blog/computer-vision-and-image-processing/
This fascinating journey involves two key fields: Computer Vision and Image Processing.
https://www.geeksforgeeks.org/python/image-processing-in-python/
Image processing involves analyzing and modifying digital images using computer algorithms.
https://www.youtube.com/watch?v=kSqxn6zGE0c
In this Introduction to Image Processing with Python, kaggle grandmaster Rob Mulla shows how to work with image data in python!
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.
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
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.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
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