From 6a29be99856e4971e84ffbc19d80c0deac5771b3 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Sun, 13 Jun 2021 21:35:58 +0200 Subject: [PATCH] update chapter 12 --- doc/BookChapters/chapter12.dlog | 4 + doc/BookChapters/chapter12.do.txt | 14 +--- .../_build/.doctrees/chapter1.doctree | Bin 432397 -> 432356 bytes .../_build/.doctrees/chapter10.doctree | Bin 419044 -> 419100 bytes .../_build/.doctrees/environment.pickle | Bin 184017 -> 0 bytes .../_build/jupyter_execute/chapter1.ipynb | 5 +- .../_build/jupyter_execute/chapter10.ipynb | 78 ++++++++++-------- doc/LectureNotes/_toc.yml | 1 + 8 files changed, 50 insertions(+), 52 deletions(-) delete mode 100644 doc/LectureNotes/_build/.doctrees/environment.pickle diff --git a/doc/BookChapters/chapter12.dlog b/doc/BookChapters/chapter12.dlog index 06b7d3cc2..d0a5de96d 100644 --- a/doc/BookChapters/chapter12.dlog +++ b/doc/BookChapters/chapter12.dlog @@ -4,3 +4,7 @@ Translating doconce text in chapter12.do.txt to ipynb Failed to remove ans_at_end environment Failed to remove sol_at_end environment output in chapter12.ipynb +Translating doconce text in chapter12.do.txt to ipynb +Failed to remove ans_at_end environment +Failed to remove sol_at_end environment +output in chapter12.ipynb diff --git a/doc/BookChapters/chapter12.do.txt b/doc/BookChapters/chapter12.do.txt index b3815444f..47b53b399 100644 --- a/doc/BookChapters/chapter12.do.txt +++ b/doc/BookChapters/chapter12.do.txt @@ -1,4 +1,4 @@ -======= Convolutional Neural Networks (recognizing images) ======= +======= Convolutional Neural Networks ======= Convolutional neural networks (CNNs) were developed during the last @@ -24,12 +24,6 @@ into the architecture. These then make the forward function more efficient to implement and vastly reduce the amount of parameters in the network._ -Here we provide only a superficial overview, for the more interested, we recommend highly the course -"IN5400 – Machine Learning for Image Analysis":"https://www.uio.no/studier/emner/matnat/ifi/IN5400/index-eng.html" -and the slides of "CS231":"http://cs231n.github.io/convolutional-networks/". - -Another good read is the article here URL:"https://arxiv.org/pdf/1603.07285.pdf". - As an example, consider an image of size $32\times 32\times 3$ (32 wide, 32 high, 3 color channels), so a @@ -119,12 +113,6 @@ In summary: * Each Layer may or may not have parameters (e.g. CONV/FC do, RELU/POOL don’t) * Each Layer may or may not have additional hyperparameters (e.g. CONV/FC/POOL do, RELU doesn’t) -For more material on convolutional networks, we strongly recommend -the course -"IN5400 – Machine Learning for Image Analysis":"https://www.uio.no/studier/emner/matnat/ifi/IN5400/index-eng.html" -and the slides of "CS231":"http://cs231n.github.io/convolutional-networks/" which is taught at Stanford University (consistently ranked as one of the top computer science programs in the world). "Michael Nielsen's book is a must read, in particular chapter 6 which deals with CNNs":"http://neuralnetworksanddeeplearning.com/chap6.html". - - ===== CNNs in more detail, building convolutional neural networks in Tensorflow and Keras ===== diff --git a/doc/LectureNotes/_build/.doctrees/chapter1.doctree b/doc/LectureNotes/_build/.doctrees/chapter1.doctree index f4c31446dea2b9fd7b64627b6b956198df2646c6..1070ae6e279975fd440b5b4533150caddf5f09aa 100644 GIT binary patch delta 252 zcmeC(B=uyYRKpg=3vu<;(Fz87hK9yQW)>#K3JQjL<_6{_Miyp93c3b*mSzU#W+r9| z3P3fMM#d&a=0FZm+``ht*wnzlP(jyF&&b%)!pO|Xf(s;JVq$1wXk=gx(qLo`WSCnj zfW%GB%`D9=Er1$;;wF~nCZ-mqv0PJ1YqwX#GrnFh{lqs$p2_$7Wd)`(GB7fLK!#3+ zrq?5u=?(%+?pq%-_5Yt*&8)%+m!95e%&fWf1oPql@)^=uQ%r#x7&DkNwEQwO{YsNE bjHgCJ&C#6tmPN7kG)wDg)~%=6oMr$3F1$j3 delta 249 zcmX|)Jx;?w6ol7~2_jYM6ljYy2zm8>_U+p}LbyVtP`QtC0ccXVpu;3xD7XL!iv#2W zbX;$aVr^Mo0*~z(&VOH3?%k@JAseA60$$?l2^T*9?_Vaw+3{7T?*<_D7wyXT>aM6r=VoWm|OgH0wan0dN@dHDDXgp;YNRGI0>u1qO 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