小米深度学习算法工程师-实习
实习兼职地点:北京状态:招聘
任职要求
任职要求 基础技能: 1.自动化、车辆工程、机械、能动、计算机科学或相关专业本科及以上学历; 2.熟练掌握Python及常用库(Pandas、NumPy、Scikit-learn、PyTorch/TensorFlow); 3.熟悉机器学习基础理论及经典时序预测模型(如ARIMA、RNN、LSTM、transformer等)。 项目经验(满足至少一项): 1.曾参与时序预测相关…
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工作职责
工作内容: 1.负责整车热管理与能耗预测算法研发、用机器学习算法对整车热管理与能耗进行预测 2.设计并开发时序预测模型; 3.参与完整的数据分析流程:数据清洗、特征工程、模型选型与调优、结果可视化及落地部署; 4.探索前沿时序算法; 5.与业务团队协作,推动模型在真实场景中的价值落地。
包括英文材料
学历+
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.
Pandas+
[英文] 10 minutes to pandas
https://pandas.pydata.org/docs/user_guide/10min.html
This is a short introduction to pandas, geared mainly for new users.
[英文] Cookbook - pandas
https://pandas.pydata.org/docs/user_guide/cookbook.html#cookbook
This is a repository for short and sweet examples and links for useful pandas recipes.
https://www.kaggle.com/learn/pandas
Solve short hands-on challenges to perfect your data manipulation skills.
https://www.youtube.com/watch?v=2uvysYbKdjM
I'm super excited for this one. We're doing another complete Python Pandas tutorial walkthrough.
https://www.youtube.com/watch?v=Mdq1WWSdUtw
Filtering, Joins, Indexing, Data Cleaning, Visualizations
NumPy+
https://numpy.org/doc/stable/user/absolute_beginners.html
NumPy (Numerical Python) is an open source Python library that’s widely used in science and engineering.
[英文] NumPy - Learn
https://numpy.org/learn/
Below is a curated collection of educational resources, both for self-learning and teaching others, developed by NumPy contributors and vetted by the community.
https://www.kaggle.com/code/themlphdstudent/learn-numpy-numpy-50-exercises-and-solution
This kernel uses exercises of NumPy from the Machine Learning Plus webpage
https://www.youtube.com/watch?v=KHoEbRH46Zk
If you've heard of Pandas and NumPy, you may think one is simply a superset of the other.
https://www.youtube.com/watch?v=QUT1VHiLmmI
Learn the basics of the NumPy library in this tutorial for beginners.
https://www.youtube.com/watch?v=VXU4LSAQDSc
This video serves as an introduction to the NumPy Python library.
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.
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实习
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更新于 2025-07-01武汉
实习
1、负责图像、视频的多模态内容生成工作,应用Transformer、Stable Diffusion等技术赋能核心业务; 2、利用前沿深度学习算法,对图像、视频进行编码、压缩、重建或生成; 3、探索图像和视频的前沿技术,负责算法模型迭代升级。
更新于 2025-04-24北京