diff --git a/easybuild/easyconfigs/v/vamb/vamb-3.0.3-foss-2021a.eb b/easybuild/easyconfigs/v/vamb/vamb-3.0.3-foss-2021a.eb
new file mode 100644
index 000000000000..86521cac4637
--- /dev/null
+++ b/easybuild/easyconfigs/v/vamb/vamb-3.0.3-foss-2021a.eb
@@ -0,0 +1,31 @@
+easyblock = 'PythonPackage'
+
+name = 'vamb'
+version = '3.0.3'
+
+homepage = 'https://github.com/RasmussenLab/vamb'
+description = """
+Vamb is a metagenomic binner which feeds sequence composition information from a
+contig catalogue and co-abundance information from BAM files into a variational
+autoencoder and clusters the latent representation."""
+
+toolchain = {'name': 'foss', 'version': '2021a'}
+
+github_account = 'RasmussenLab'
+source_urls = [GITHUB_SOURCE]
+sources = ['v%(version)s.tar.gz']
+checksums = ['b96e075a1477b855a45e47ceac423b8ae3c56db105e5810c8bc34949462099b0']
+
+dependencies = [
+    ('binutils', '2.36.1'),
+    ('Pysam', '0.16.0.1', '', ('GCC', '10.3.0')),
+    ('Python', '3.9.5'),
+    ('PyTorch', '1.10.0', '', ('foss', '2021a')),
+    ('SciPy-bundle', '2021.05', '', ('foss', '2021a')),
+]
+
+download_dep_fail = True
+use_pip = True
+sanity_pip_check = True
+
+moduleclass = 'bio'