diff --git a/.gitignore b/.gitignore
index ab507f1..fbd9b73 100644
--- a/.gitignore
+++ b/.gitignore
@@ -85,3 +85,4 @@
 # LibreOffice temporary files
 .~lock.*
 /areas
+/models
diff --git a/bin/train-areas.sh b/bin/train-areas.sh
new file mode 100755
index 0000000..af8f4c2
--- /dev/null
+++ b/bin/train-areas.sh
@@ -0,0 +1,15 @@
+#!/usr/bin/env bash
+
+duration=${1:-60} # seconds
+areas=${2:-*} # * or ANGERS
+
+for areaPath in areas/${areas}
+do
+    area="${areaPath#areas/}"
+    bin/fasttext supervised \
+        -input "areas/${area}/addresses-train.txt" \
+        -output "models/${area}" \
+        -autotune-validation \
+        "areas/${area}/addresses-test.txt" \
+        -autotune-duration ${duration}
+done
diff --git a/dvc.lock b/dvc.lock
index 060b2d6..3e49e29 100644
--- a/dvc.lock
+++ b/dvc.lock
@@ -56,8 +56,8 @@
     - bin/assign-to-areas.mjs data/area-address-test.tsv
     deps:
     - path: bin/assign-to-areas.mjs
-      md5: 6697688dfe19ee59dae600e49c0af4af
-      size: 657
+      md5: d9343a744f33ccdd9ea79a9e97d33be8
+      size: 673
     - path: bin/gather-little-areas.sh
       md5: f8363cdb0c36496eac9fcb89f367bffd
       size: 305
@@ -75,9 +75,9 @@
       size: 964
     outs:
     - path: areas
-      md5: 7979ecda9047f54d236d01ad6ae3cc7f.dir
+      md5: 025c79e8e821b743ea5f9a2820c8d9f5.dir
       size: 7104921
-      nfiles: 97
+      nfiles: 96
   prepare@train:
     cmd: node bin/address-to-area.mjs  "data/addresses-40-cnrs-rnsr-big-classes-train.txt"
       >  data/area-address-train.tsv
@@ -151,3 +151,23 @@
     - path: data/area-address-test.tsv
       md5: 72ff16c01ed5e62d7ec3e2daafc4f257
       size: 3700326
+  train:
+    cmd:
+    - mkdir -p models
+    - bin/train-areas.sh 30 "*"
+    deps:
+    - path: areas
+      md5: 025c79e8e821b743ea5f9a2820c8d9f5.dir
+      size: 7104921
+      nfiles: 96
+    - path: bin/fasttext
+      md5: 2fbc2c71ba6e474327503d21206ec9b8
+      size: 462216
+    - path: data/areas-train.txt
+      md5: 6102ce8099fd61bccb6eb606b66ef260
+      size: 964
+    outs:
+    - path: models
+      md5: 6a3d10abfdd5f2c02620e816c71e0c2c.dir
+      size: 18803735951
+      nfiles: 94
diff --git a/dvc.yaml b/dvc.yaml
index 6e8a33f..8e871a4 100644
--- a/dvc.yaml
+++ b/dvc.yaml
@@ -39,3 +39,15 @@
     - data/area-address-test.tsv
     outs:
     - areas
+  train:
+    desc: Train a model in each area
+    cmd:
+    - mkdir -p models
+    - bin/train-areas.sh ${train.fasttext.duration} "${train.areas}"
+    deps:
+    - bin/fasttext
+    # - bin/train-areas.sh
+    - areas
+    - data/areas-train.txt
+    outs:
+    - models
diff --git a/params.yaml b/params.yaml
index baa7042..cfefe04 100644
--- a/params.yaml
+++ b/params.yaml
@@ -5,3 +5,7 @@
   test:
     input: data/addresses-40-cnrs-rnsr-big-classes-test.txt
     output: data/area-address-test.tsv
+train:
+  fasttext:
+    duration: 30 # seconds
+  areas: "*" # "*" or any of ANGERS, ALBI, ...