diff --git a/2011/dlowe/README.md b/2011/dlowe/README.md
index 7427478cc..eb0bddc13 100644
--- a/2011/dlowe/README.md
+++ b/2011/dlowe/README.md
@@ -40,7 +40,7 @@ Try these pre-trained networks:
./try.sh
```
-NOTE: The `dlowe-aux-data/` directory, which [try.sh](%%REPO_URL%%/2011/dlowe/try.sh) refers to, was
+NOTE: The [dlowe-aux-data](%%REPO_URL%%/2011/dlowe/dlowe-aux-data) directory, which [try.sh](%%REPO_URL%%/2011/dlowe/try.sh) refers to, was
created by:
@@ -146,19 +146,19 @@ We created the [png-trained.net](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/png-trai
- [dlowe-aux-data/png-0/](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/png-0)
Non-png (gif) images
-- [dlowe-aux-data/png-1/](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/png-0/dlowe-aux-data/png-1)
+- [dlowe-aux-data/png-1/](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/png-1)
png (non-gif) images
-We created the [xor-trained.net](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/png-0/dlowe-aux-data/xor-trained.net) as follows:
+We created the [xor-trained.net](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/xor-trained.net) as follows:
```
./dlowe -8000 dlowe-aux-data/xor-1/ dlowe-aux-data/xor-0/ < /dev/null > dlowe-aux-data/xor-trained.net
```
-- [dlowe-aux-data/xor-0](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/png-0/dlowe-aux-data/xor-0)
+- [dlowe-aux-data/xor-0](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/xor-0)
Data that XORs to 0
-- [dlowe-aux-data/xor-1/](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/png-0/dlowe-aux-data/xor-1)
+- [dlowe-aux-data/xor-1/](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/xor-1)
Data that XORs to 1
**NOTE**: The directory args **must end in a** `/` for them to work.
@@ -251,11 +251,11 @@ produced a network with about 87% accuracy
#### English corpora
-The [english-1](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/png-0/dlowe-aux-data/english-1) corpus was obtained by manually scraping the first results from
+The [english-1](%%REPO_URL%%/2011/dlowe/dlowe-aux-data/english-1) corpus was obtained by manually scraping the first results from
a Try these pre-trained networks: NOTE: The NOTE: The dlowe-aux-data directory, which try.sh refers to, was
created by:Try:
- ./try.shdlowe-aux-data/ directory, which try.sh refers to, was
+ tar -jxf dlowe-aux-data.tar.bz2Judges’ remarks:
@@ -472,15 +472,15 @@ English (non-French) text
dlowe-aux-data/png-0/ Non-png (gif) images
dlowe-aux-data/png-1/ png (non-gif) images
We created the xor-trained.net as follows:
+We created the xor-trained.net as follows:
./dlowe -8000 dlowe-aux-data/xor-1/ dlowe-aux-data/xor-0/ < /dev/null > dlowe-aux-data/xor-trained.net
dlowe-aux-data/xor-0 Data that XORs to 0
dlowe-aux-data/xor-1/ Data that XORs to 1
NOTE: The directory args must end in a / for them to work.
.gif”
produced a network with about 87% accuracy
The english-1 corpus was obtained by manually scraping the first results from +
The english-1 corpus was obtained by manually scraping the first results from a https://www.google.com/webhp?lr=lang_en search for “paris filetype:txt”.
-The english-0 corpus was obtained by manually scraping the first results from +
The english-0 corpus was obtained by manually scraping the first results from a https://www.google.com/webhp?lr=lang_fr search for “paris filetype:txt”.
> 0.5 as “probably English” and < 0.5 as “probably
French”produced a network with 100% accuracy.
The xor-1 corpus consists of two files containing 01
+
The xor-1 corpus consists of two files containing 01
and 10 respectively.
The xor-0 corpus consists of two files containing 00
+
The xor-0 corpus consists of two files containing 00
and 11 respectively.
Using these corpora as a training set takes about 8000 iterations to learn xor