diff --git a/core/rspamd/conf/classifier-bayes.conf b/core/rspamd/conf/classifier-bayes.conf
new file mode 100644
index 00000000..510b5814
--- /dev/null
+++ b/core/rspamd/conf/classifier-bayes.conf
@@ -0,0 +1,6 @@
+autolearn {
+  spam_threshold = 6.0; # When to learn spam (score >= threshold)
+  ham_threshold = -0.5; # When to learn ham (score <= threshold)
+  check_balance = true; # Check spam and ham balance
+  min_balance = 0.9; # Keep diff for spam/ham learns for at least this value
+}
diff --git a/docs/antispam.rst b/docs/antispam.rst
index 41d9cc4c..7cadde1d 100644
--- a/docs/antispam.rst
+++ b/docs/antispam.rst
@@ -59,6 +59,7 @@ If you already have an existing mailbox and want Mailu to learn them all as ham
 .. code-block:: bash
 
   rspamc -h antispam:11334 -P mailu -f 13 fuzzy_add /mail/user\@example.com/.Ham_Learn/cur/
+  rspamc -h antispam:11334 -P mailu learn_ham /mail/user\@example.com/.Ham_Learn/cur/
 
 This should learn every file located in the ``Ham_Learn`` folder from user@example.com 
 
@@ -67,6 +68,7 @@ Likewise, to learn all messages within the folder ``Spam_Learn`` as spam message
 .. code-block:: bash
 
   rspamc -h antispam:11334 -P mailu -f 11 fuzzy_add /mail/user\@example.com/.Spam_Learn/cur/
+  rspamc -h antispam:11334 -P mailu learn_spam /mail/user\@example.com/.Spam_Learn/cur/
 
 *Issue reference:* `1438`_.
 
diff --git a/docs/faq.rst b/docs/faq.rst
index 923f9755..7b888867 100644
--- a/docs/faq.rst
+++ b/docs/faq.rst
@@ -736,6 +736,7 @@ If you already have an existing mailbox and want Mailu to learn them all as ham
 .. code-block:: bash
 
   rspamc -h antispam:11334 -P mailu -f 13 fuzzy_add /mail/user\@example.com/.Ham_Learn/cur/
+  rspamc -h antispam:11334 -P mailu learn_ham /mail/user\@example.com/.Ham_Learn/cur/
 
 This should learn every file located in the ``Ham_Learn`` folder from user@example.com 
 
@@ -744,6 +745,7 @@ Likewise, to lean all messages within the folder ``Spam_Learn`` as spam messages
 .. code-block:: bash
 
   rspamc -h antispam:11334 -P mailu -f 11 fuzzy_add /mail/user\@example.com/.Spam_Learn/cur/
+  rspamc -h antispam:11334 -P mailu learn_spam /mail/user\@example.com/.Spam_Learn/cur/
 
 *Issue reference:* `1438`_.
 
diff --git a/towncrier/newsfragments/2447.bugfix b/towncrier/newsfragments/2447.bugfix
new file mode 100644
index 00000000..331afba0
--- /dev/null
+++ b/towncrier/newsfragments/2447.bugfix
@@ -0,0 +1 @@
+Enable rspamd's autolearn feature to ensure that its bayes classifier has enough HAM to make it usable. Previously the bayes module would never work unless some HAM had been learnt manually.