diff --git a/conf/test_full.config b/conf/test_full.config
deleted file mode 100644
index 5826280..0000000
--- a/conf/test_full.config
+++ /dev/null
@@ -1,24 +0,0 @@
-/*
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-    Nextflow config file for running full-size tests
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-    Defines input files and everything required to run a full size pipeline test.
-
-    Use as follows:
-        nextflow run nf-core/deepmodeloptim -profile test_full,<docker/singularity> --outdir <OUTDIR>
-
-----------------------------------------------------------------------------------------
-*/
-
-params {
-    config_profile_name        = 'Full test profile'
-    config_profile_description = 'Full test dataset to check pipeline function'
-
-    // Input data for full size test
-    // TODO nf-core: Specify the paths to your full test data ( on nf-core/test-datasets or directly in repositories, e.g. SRA)
-    // TODO nf-core: Give any required params for the test so that command line flags are not needed
-    input = params.pipelines_testdata_base_path + 'viralrecon/samplesheet/samplesheet_full_illumina_amplicon.csv'
-
-    // Fasta references
-    fasta = params.pipelines_testdata_base_path + 'viralrecon/genome/NC_045512.2/GCF_009858895.2_ASM985889v3_genomic.200409.fna.gz'
-}
diff --git a/conf/test_learn.config b/conf/test_learn.config
deleted file mode 100644
index 31f7217..0000000
--- a/conf/test_learn.config
+++ /dev/null
@@ -1,43 +0,0 @@
-// for now it needs either crg config or local config to be given by the user
-// TODO make this config stand alone. No need for other configs.
-
-params {
-
-    config_profile_name        = 'Test Learn profile'
-    config_profile_description = 'Minimal test dataset to check if a model that should learn actually does'
-
-    // Input data
-    csv         = "${projectDir}/bin/tests/test_data/titanic/titanic_stimulus.csv"
-    exp_conf    = "${projectDir}/bin/tests/test_data/titanic/titanic_stimulus.json"  // TODO make the data transformations available to titanic data types
-    model       = "${projectDir}/bin/tests/test_model/titanic_model.py"
-    tune_conf   = "${projectDir}/bin/tests/test_model/titanic_model_cpu.yaml"
-
-}
-
-// Limit resources so that this can run on GitHub Actions
-process {
-    resourceLimits = [
-        cpus: 2,
-        memory: 8.GB,
-        time: 6.h
-    ]
-
-    maxRetries = params.max_retries
-    errorStrategy = params.err_start
-
-    withLabel:process_low {
-        cpus   = { 1                   }
-        memory = { 4.GB * task.attempt }
-        time   = { 10.m * task.attempt }
-    }
-    withLabel:process_medium{
-        cpus   = { 2                   }
-        memory = { 6.GB * task.attempt }
-        time   = { 30.m * task.attempt }
-    }
-    withLabel:process_high {
-        cpus   = { 4                   }
-        memory = { 8.GB * task.attempt }
-        time   = { 1.h  * task.attempt }
-    }
-}
diff --git a/conf/test_stub.config b/conf/test_stub.config
index 861f494..482c7d1 100644
--- a/conf/test_stub.config
+++ b/conf/test_stub.config
@@ -8,10 +8,11 @@ params {
     config_profile_description = 'stub run to check pipeline function'
 
     // Input data
-    csv         = "${projectDir}/bin/tests/test_data/dna_experiment/test.csv"
-    exp_conf    = "${projectDir}/examples/test.json"
-    model       = "${projectDir}/bin/tests/test_model/dnatofloat_model.py"
-    tune_conf   = "${projectDir}/bin/tests/test_model/dnatofloat_model_cpu.yaml"
+    data         = "https://raw.githubusercontent.com/nf-core/test-datasets/refs/heads/deepmodeloptim/testdata/titanic/titanic_stimulus.csv"
+    data_config  = "https://raw.githubusercontent.com/nf-core/test-datasets/refs/heads/deepmodeloptim/testdata/titanic/titanic.yaml"
+    model        = "https://raw.githubusercontent.com/nf-core/test-datasets/refs/heads/deepmodeloptim/testdata/titanic/titanic_model.py"
+    model_config = "https://raw.githubusercontent.com/nf-core/test-datasets/refs/heads/deepmodeloptim/testdata/titanic/titanic_model_cpu.yaml"
+
 }
 
 process {
@@ -21,8 +22,5 @@ process {
         memory: 6.GB,
         time: 6.h
     ]
-
-    withName: 'INTERPRET_JSON|STIMULUS_NOISE_CSV|STIMULUS_SHUFFLE_CSV|STIMULUS_SPLIT_CSV|TORCH_TRAIN' {
-        container = 'quay.io/biocontainers/gawk:5.1.0'
-    }
+    container = 'quay.io/biocontainers/gawk:5.1.0'
 }
diff --git a/nextflow.config b/nextflow.config
index d9a105a..fe78f37 100644
--- a/nextflow.config
+++ b/nextflow.config
@@ -175,10 +175,8 @@ profiles {
         executor.memory         = 8.GB
     }
     test         { includeConfig "conf/test.config"       }
-    test_learn   { includeConfig "conf/test_learn.config" }
     test_stub    { includeConfig "conf/test_stub.config"  }
     local        { includeConfig "conf/local.config"      }
-    test_full    { includeConfig 'conf/test_full.config'  }
 }
 
 // Load nf-core custom profiles from different Institutions