diff --git a/docker/chainer/Dockerfile b/docker/chainer/Dockerfile
new file mode 100644
index 00000000..09ed9670
--- /dev/null
+++ b/docker/chainer/Dockerfile
@@ -0,0 +1,32 @@
+FROM ubuntu:18.04
+
+RUN apt-get update && apt-get install -y \
+    curl \
+    ca-certificates \
+    sudo \
+    git \
+    bzip2 \
+    libx11-6 \
+    build-essential \
+    fonts-roboto \
+    && rm -rf /var/lib/apt/lists/*
+
+RUN useradd --create-home --shell /bin/bash containeruser
+USER containeruser
+WORKDIR /home/containeruser
+
+RUN curl -o ~/miniconda.sh -O  https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh  && \
+    chmod +x ~/miniconda.sh && \
+    ~/miniconda.sh -b -p /home/containeruser/conda && \
+    rm ~/miniconda.sh && \
+    /home/containeruser/conda/bin/conda clean -ya
+ENV PATH /home/containeruser/conda/bin:$PATH
+RUN conda install python=3.7
+RUN pip install --upgrade pip
+RUN git clone https://github.com/justusschock/delira.git && \
+    pip install pip wheel && \
+    pip install -r delira/requirements/base.txt && \
+    pip install -r delira/requirements/chainer.txt && \
+    pip install delira/
+ENV PYTHONPATH /home/containeruser/delira:$PYTHONPATH
+CMD ["/bin/bash"]
diff --git a/docker/sklearn/Dockerfile b/docker/sklearn/Dockerfile
new file mode 100644
index 00000000..907015c8
--- /dev/null
+++ b/docker/sklearn/Dockerfile
@@ -0,0 +1,31 @@
+FROM ubuntu:18.04
+
+RUN apt-get update && apt-get install -y \
+    curl \
+    ca-certificates \
+    sudo \
+    git \
+    bzip2 \
+    libx11-6 \
+    build-essential \
+    fonts-roboto \
+    && rm -rf /var/lib/apt/lists/*
+
+RUN useradd --create-home --shell /bin/bash containeruser
+USER containeruser
+WORKDIR /home/containeruser
+
+RUN curl -o ~/miniconda.sh -O  https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh  && \
+    chmod +x ~/miniconda.sh && \
+    ~/miniconda.sh -b -p /home/containeruser/conda && \
+    rm ~/miniconda.sh && \
+    /home/containeruser/conda/bin/conda clean -ya
+ENV PATH /home/containeruser/conda/bin:$PATH
+RUN conda install python=3.7
+RUN pip install --upgrade pip
+RUN git clone https://github.com/justusschock/delira.git && \
+    pip install pip wheel && \
+    pip install -r delira/requirements/base.txt && \
+    pip install delira/
+ENV PYTHONPATH /home/containeruser/delira:$PYTHONPATH
+CMD ["/bin/bash"]
diff --git a/docker/tensorflow/Dockerfile b/docker/tensorflow/Dockerfile
new file mode 100644
index 00000000..953b2d83
--- /dev/null
+++ b/docker/tensorflow/Dockerfile
@@ -0,0 +1,32 @@
+FROM tensorflow/tensorflow:latest-gpu-jupyter
+
+RUN apt-get update && apt-get install -y \
+    curl \
+    ca-certificates \
+    sudo \
+    git \
+    bzip2 \
+    libx11-6 \
+    build-essential \
+    fonts-roboto \
+    && rm -rf /var/lib/apt/lists/*
+
+RUN useradd --create-home --shell /bin/bash containeruser
+USER containeruser
+WORKDIR /home/containeruser
+
+RUN curl -o ~/miniconda.sh -O  https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh  && \
+    chmod +x ~/miniconda.sh && \
+    ~/miniconda.sh -b -p /home/containeruser/conda && \
+    rm ~/miniconda.sh && \
+    /home/containeruser/conda/bin/conda clean -ya
+ENV PATH /home/containeruser/conda/bin:$PATH
+RUN conda install python=3.7
+RUN pip install --upgrade pip
+RUN git clone https://github.com/justusschock/delira.git && \
+    pip install pip wheel && \
+    pip install -r delira/requirements/base.txt && \
+    pip install -r delira/requirements/tensorflow.txt && \
+    pip install delira/
+ENV PYTHONPATH /home/containeruser/delira:$PYTHONPATH
+CMD ["/bin/bash"]
diff --git a/docker/Dockerfile b/docker/torch/Dockerfile
similarity index 89%
rename from docker/Dockerfile
rename to docker/torch/Dockerfile
index a8390b16..aef2d90b 100644
--- a/docker/Dockerfile
+++ b/docker/torch/Dockerfile
@@ -25,8 +25,8 @@ RUN conda install python=3.7
 RUN pip install --upgrade pip
 RUN git clone https://github.com/justusschock/delira.git && \
     pip install pip wheel && \
-    pip install -r delira/requirements.txt && \
-    pip install -r delira/requirements_extra_torch.txt && \
+    pip install -r delira/requirements/base.txt && \
+    pip install -r delira/requirements/torch.txt && \
     pip install delira/
 ENV PYTHONPATH /home/containeruser/delira:$PYTHONPATH
 CMD ["/bin/bash"]