Doraemonzzz
Learn For Fun
2023-12-30T16:36:44.368Z
http://www.doraemonzzz.com/
Doraemonzzz
Hexo
23年终总结
http://www.doraemonzzz.com/2023/12/30/2023-12-30-23%E5%B9%B4%E7%BB%88%E6%80%BB%E7%BB%93/
2023-12-30T15:18:00.000Z
2023-12-30T16:36:44.368Z
<p>有半年没发博客了,最近实在太忙,之前的公开课学习也基本都搁置,马上24年了,希望有个新气象,这里先跟风写个总结,本文也发于<a href="https://zhuanlan.zhihu.com/p/675368752">知乎</a>,以下为原文:</p>
Deep Learning Systems Lecture 24 Model Deployment
http://www.doraemonzzz.com/2023/02/20/2023-2-20-Deep-Learning-Systems-Lecture-24-Model-Deployment/
2023-02-20T07:30:00.000Z
2023-02-20T08:05:15.191Z
<p>这里回顾dlsys第二十四讲,本讲内容是模型部署。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
Deep Learning Systems Lecture 22 Implicit Layers
http://www.doraemonzzz.com/2023/02/20/2023-2-20-Deep-Learning-Systems-Lecture-22-Implicit-Layers/
2023-02-20T06:48:00.000Z
2023-02-20T08:03:05.306Z
<p>这里回顾dlsys第二十二讲,本讲内容是Implicit Layers。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
Deep Learning Systems Lecture 20 Transformers and Attention
http://www.doraemonzzz.com/2023/02/20/2023-2-20-Deep-Learning-Systems-Lecture-20-Transformers-and-Attention/
2023-02-20T04:48:00.000Z
2023-02-20T06:00:22.628Z
<p>这里回顾dlsys第二十讲,本讲内容是Transformer和Attention。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
Deep Learning Systems Lecture 18 Sequence Modeling and Recurrent Networks
http://www.doraemonzzz.com/2023/02/20/2023-2-20-Deep-Learning-Systems-Lecture-18-Sequence-Modeling-and-Recurrent-Networks/
2023-02-20T02:37:00.000Z
2023-02-20T04:49:07.992Z
<p>这里回顾dlsys第十八讲,本讲内容是序列建模和RNN。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
Deep Learning Systems Lecture 16 Generative Adversarial Networks
http://www.doraemonzzz.com/2023/02/19/2023-2-19-Deep-Learning-Systems-Lecture-16-Generative-Adversarial-Networks/
2023-02-19T04:43:00.000Z
2023-02-19T05:25:00.758Z
<p>这里回顾dlsys第十六讲,本讲内容是GAN。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
Deep Learning Systems Lecture 15 Training Large Models
http://www.doraemonzzz.com/2023/02/19/2023-2-19-Deep-Learning-Systems-Lecture-15-Training-Large-Models/
2023-02-19T03:24:00.000Z
2023-02-19T05:27:18.849Z
<p>这里回顾dlsys第十五讲,本讲内容是如何训练大模型。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
Deep Learning Systems Lecture 12 GPU Acceleration
http://www.doraemonzzz.com/2023/02/18/2023-2-18-Deep-Learning-Systems-Lecture-12-GPU-Acceleration/
2023-02-18T13:11:00.000Z
2023-02-18T15:58:37.343Z
<p>这里回顾dlsys第十二讲,本讲内容是GPU加速。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
Deep Learning Systems Lecture 11 Hardware Acceleration
http://www.doraemonzzz.com/2023/02/18/2023-2-18-Deep-Learning-Systems-Lecture-11-Hardware-Acceleration/
2023-02-18T12:16:00.000Z
2023-02-18T15:59:30.469Z
<p>这里回顾dlsys第十一讲,本讲内容是硬件加速。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
Deep Learning Systems Lecture 10 Convolutional operators in deep networks
http://www.doraemonzzz.com/2023/02/18/2023-2-18-Deep-Learning-Systems-Lecture-10-Convolutional-operators-in-deep-networks/
2023-02-18T08:39:00.000Z
2023-02-18T09:17:17.098Z
<p>这里回顾dlsys第十讲,本讲内容是卷积网络。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
Deep Learning Systems Lecture 9 Normalization and Regularization
http://www.doraemonzzz.com/2023/02/18/2023-2-18-Deep-Learning-Systems-Lecture-9-Normalization-and-Regularization/
2023-02-18T07:43:00.000Z
2023-02-18T09:18:10.858Z
<p>这里回顾dlsys第九讲,本讲内容是归一化和正则化。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
ECE408 Lecture 26 Course Retrospective
http://www.doraemonzzz.com/2023/02/18/2023-2-18-ECE408-Lecture-26-Course-Retrospective/
2023-02-18T07:18:00.000Z
2023-02-18T07:36:41.591Z
<p>这次回顾ECE408 Lecture 26,这次是最后一讲,课程回顾。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://wiki.illinois.edu/wiki/display/ECE408">https://wiki.illinois.edu/wiki/display/ECE408</a></li>
</ul>
<p>搬运视频:</p>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz">https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz</a></li>
</ul>
ECE408 Lecture 23 Alternatives to CUDA
http://www.doraemonzzz.com/2023/02/18/2023-2-18-ECE408-Lecture-23-Alternatives-to-CUDA/
2023-02-18T03:29:00.000Z
2023-02-18T07:36:10.429Z
<p>这次回顾ECE408 Lecture 23,这次介绍了CUDA的替代品。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://wiki.illinois.edu/wiki/display/ECE408">https://wiki.illinois.edu/wiki/display/ECE408</a></li>
</ul>
<p>搬运视频:</p>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz">https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz</a></li>
</ul>
ECE408 Lecture 22 Task Concurrency
http://www.doraemonzzz.com/2023/02/17/2023-2-17-ECE408-Lecture-22-Task-Concurrency/
2023-02-17T15:09:00.000Z
2023-02-17T16:03:14.946Z
<p>这次回顾ECE408 Lecture 22,这次介绍了任务并发。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://wiki.illinois.edu/wiki/display/ECE408">https://wiki.illinois.edu/wiki/display/ECE408</a></li>
</ul>
<p>搬运视频:</p>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz">https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz</a></li>
</ul>
ECE408 Lecture 21 GPU as part of the PC Architecture
http://www.doraemonzzz.com/2023/02/17/2023-2-17-ECE408-Lecture-21-GPU-as-part-of-the-PC-Architecture/
2023-02-17T06:15:00.000Z
2023-02-17T15:59:18.446Z
<p>这次回顾ECE408 Lecture 21,这次介绍GPU作为PC架构的一部分。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://wiki.illinois.edu/wiki/display/ECE408">https://wiki.illinois.edu/wiki/display/ECE408</a></li>
</ul>
<p>搬运视频:</p>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz">https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz</a></li>
</ul>
ECE408 Lecture 20 Parallel Sparse Methods II
http://www.doraemonzzz.com/2023/02/16/2023-2-16-ECE408-Lecture-20-Parallel-Sparse-Methods-II/
2023-02-16T08:38:00.000Z
2023-02-16T15:50:21.620Z
<p>这次回顾ECE408 Lecture 20,这次继续介绍并行稀疏方法。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://wiki.illinois.edu/wiki/display/ECE408">https://wiki.illinois.edu/wiki/display/ECE408</a></li>
</ul>
<p>搬运视频:</p>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz">https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz</a></li>
</ul>
ECE408 Lecture 19 Parallel Sparse Methods
http://www.doraemonzzz.com/2023/02/16/2023-2-16-ECE408-Lecture-19-Parallel-Sparse-Methods/
2023-02-16T06:46:00.000Z
2023-02-16T15:58:40.660Z
<p>这次回顾ECE408 Lecture 19,这次介绍了并行稀疏方法。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://wiki.illinois.edu/wiki/display/ECE408">https://wiki.illinois.edu/wiki/display/ECE408</a></li>
</ul>
<p>搬运视频:</p>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz">https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz</a></li>
</ul>
ECE408 Lecture 18 Atomic Operations and Histogramming
http://www.doraemonzzz.com/2023/02/16/2023-2-16-ECE408-Lecture-18-Atomic-Operations-and-Histogramming/
2023-02-16T03:40:00.000Z
2023-02-16T16:00:57.322Z
<p>这次回顾ECE408 Lecture 18,这次介绍了原子操作和直方图。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://wiki.illinois.edu/wiki/display/ECE408">https://wiki.illinois.edu/wiki/display/ECE408</a></li>
</ul>
<p>搬运视频:</p>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz">https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz</a></li>
</ul>
Deep Learning Systems Lecture 7 Neural Network Library Abstractions
http://www.doraemonzzz.com/2023/02/13/2023-2-13-Deep-Learning-Systems-Lecture-7-Neural-Network-Library-Abstractions/
2023-02-13T08:57:00.000Z
2023-02-18T07:46:09.668Z
<p>这里回顾dlsys第七讲,本讲内容是神经网络库抽象。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://dlsyscourse.org/">https://dlsyscourse.org/</a></li>
<li><a href="https://forum.dlsyscourse.org/">https://forum.dlsyscourse.org/</a></li>
<li><a href="https://mugrade-online.dlsyscourse.org/">https://mugrade-online.dlsyscourse.org/</a></li>
</ul>
ECE408 Lecture 17 Parallel Scan Part 2
http://www.doraemonzzz.com/2023/02/12/2023-2-12-ECE408-Lecture-17-Parallel-Scan-Part-2/
2023-02-12T02:59:00.000Z
2023-05-21T07:05:24.538Z
<p>这次回顾ECE408 Lecture 17,这次介绍了Parallel Scan第二部分。</p>
<p>课程主页:</p>
<ul>
<li><a href="https://wiki.illinois.edu/wiki/display/ECE408">https://wiki.illinois.edu/wiki/display/ECE408</a></li>
</ul>
<p>搬运视频:</p>
<ul>
<li><a href="https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz">https://www.youtube.com/playlist?list=PL6RdenZrxrw-UKfRL5smPfFFpeqwN3Dsz</a></li>
</ul>