学习实践

人工智能原理学习和实践

大三阶段项目

YoloV5目标检测

使用本人的Github账号,在WSL2的ubuntu22.04子系统git clone了Github中yolov5的开源代码,之后自己在Anaconda Prompt中使用了conda create -n envpy35 python=3.7命令建立了一个独立的环境,名称为pytorch_3.7,通过长期的使用反馈,我深刻意识到了深度学习中搭建独立环境的重要性,如果没有正确处理环境就会有各种依赖包报错,导致项目的奔溃。我的笔记本主要使用的是VScode和WLS2 Ubuntu22.04的终端,安装了各种依赖包,我发现了使用requirment.txt安装及其方便,pip install -r requirements.txt一行命令直接完成。解决了一些依赖问题,就可以正常的训练了,当然拥有32GB的显存和3060显卡的笔记本,我可以直接在本地训练模型(甚至本地部署开源的7B左右的LLM小模型),我先是使用了VOC数据集之后还有其他的开源数据集。当200轮左右的训练结束后,我很有成就感,训练好之后就有.pt模型文件等等和各种反应训练的过程和结果的图表。

当然我还本地训练和推理过经典的AlexNet和MblieNetV2和yolov5等等模型。

我是第一批使用GhatGPT的用户,直至今日。

Author

wwq136@163.com
I am a junior majoring in Measurement and Control Technology and Instrumentation, with a passion for exploration and innovation. I have participated in various competitions, such as the Electronic Design Competition and Intelligent Vehicle Competition, and have contributed to national innovation projects, including the development of a fruit-picking robot. I possess strong embedded systems skills, working with platforms like STM32, Arduino, Raspberry Pi, and Jetson Nano, alongside proficiency in C/C++ and Python programming. My interests lie in the intersection of robotics and artificial intelligence, particularly in areas like computer vision (CV) and natural language processing (NLP), with a focus on machine learning. I am constantly learning AI-related technologies and exploring ways to integrate them into practical applications, aspiring to develop digital twins incorporating AI. I use Ubuntu 22.04 both on WSL2 for Windows and on my server. Currently, I am preparing for the IELTS, aiming for a 7.0 score, with a current score of 6.5. My future academic goal is to study at a top 50 QS university in Australia, such as UNSW Sydney, the country’s top-ranked university for engineering. Post-graduation, I plan to pursue entrepreneurship, focusing on local AI model deployment, particularly in healthcare. In addition to my technical pursuits, I am fascinated by Western culture, history, and philosophy, and I look forward to returning to Europe to further explore these areas.
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