diff --git a/.ci/Dockerfile b/.ci/Dockerfile
deleted file mode 100644
index fedf3e36f0..0000000000
--- a/.ci/Dockerfile
+++ /dev/null
@@ -1,69 +0,0 @@
-#########################################################
-## Python Environment with CUDA
-#########################################################
-ARG HTTP_PROXY
-ARG HTTPS_PROXY
-ARG NO_PROXY
-
-FROM nvidia/cuda:12.4.0-devel-ubuntu20.04 AS python_base_cuda
-LABEL maintainer="Anomalib Development Team"
-
-# Setup proxies
-
-ENV http_proxy=$HTTP_PROXY
-ENV https_proxy=$HTTPS_PROXY
-ENV no_proxy=$NO_PROXY
-ENV DEBIAN_FRONTEND="noninteractive"
-
-# Update system and install wget
-RUN apt-get update && \
-    apt-get install --no-install-recommends -y \
-        curl \
-        wget \
-        ffmpeg \
-        libpython3.10 \
-        npm \
-        pandoc \
-        ruby \
-        software-properties-common && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
-
-# Install latest git for github actions
-RUN add-apt-repository ppa:git-core/ppa &&\
-    apt-get update && \
-    apt-get install --no-install-recommends -y git &&\
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
-
-# Prettier requires atleast nodejs 10 and actions/checkout requires nodejs 16
-RUN curl -sL https://deb.nodesource.com/setup_current.x > nodesetup.sh && \
-    bash - nodesetup.sh && \
-    apt-get install --no-install-recommends -y nodejs && \
-    apt-get clean && \
-    rm -rf /var/lib/apt/lists/*
-
-# Create a non-root user
-RUN useradd -m user
-USER user
-
-# Install Conda
-RUN curl https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh > ~/miniconda.sh -s && \
-    bash ~/miniconda.sh -b -p /home/user/conda && \
-    rm ~/miniconda.sh
-ENV PATH "/home/user/conda/bin:${PATH}"
-RUN conda install python=3.10
-
-
-#########################################################
-## Anomalib Development Env
-#########################################################
-
-FROM python_base_cuda as anomalib_development_env
-
-# Install all anomalib requirements
-COPY ./pyproject.toml /tmp/anomalib/pyproject.toml
-RUN pip install --no-cache-dir .[full]
-
-
-WORKDIR /home/user
diff --git a/.ci/README.md b/.ci/README.md
deleted file mode 100644
index e52163f734..0000000000
--- a/.ci/README.md
+++ /dev/null
@@ -1,61 +0,0 @@
-# Guide to Setting up the CI using the Docker images
-
-## Steps
-
-1. Build the docker image using the Dockerfile in the .ci directory.
-   Make sure you are in the root directory of `anomalib`.
-
-   ```bash
-   sudo docker build --build-arg HTTP_PROXY="$http_proxy" --build-arg \
-   HTTPS_PROXY="$https_proxy" --build-arg NO_PROXY="$no_proxy" \
-   . -t anomalib-ci -f .ci/Dockerfile
-   ```
-
-   Here, `anomalib-ci` is the name of the image.
-
-1. Create and start a container
-
-   ```bash
-   sudo docker run --gpus all \
-   --shm-size=2G\
-    -i -t --mount type=bind,source=<path-to-datasets>,target=/home/user/datasets,readonly\
-    -d --name anomalib-ci-container anomalib-ci
-   ```
-
-   Note: `--gpus all` is required for the container to have access to the GPUs.
-   `-d` flag ensure that the container is detached when it is created.
-   `mount` is required to ensure that tests have access to the dataset.
-
-1. Enter the container by
-
-   ```bash
-   sudo docker exec -it  anomalib-ci-container /bin/bash
-   ```
-
-1. Install github actions runner in the container by navigating to [https://github.com/openvinotoolkit/anomalib/settings/actions/runners/new](https://github.com/openvinotoolkit/anomalib/settings/actions/runners/new)
-
-   For example:
-
-   ```bash
-   mkdir actions-runner && cd actions-runner
-
-   curl -o actions-runner-linux-x64-2.296.1.tar.gz -L https://github.com/actions/runner/releases/download/v2.296.1/actions-runner-linux-x64-2.296.1.tar.gz
-
-   tar xzf ./actions-runner-linux-x64-2.296.1.tar.gz
-
-   rm actions-runner-linux-x64-2.296.1.tar.gz
-
-   ./config.sh --url https://github.com/openvinotoolkit/anomalib --token <enter-your-token-here>
-   ```
-
-   Follow the instructions on the screen to complete the installation.
-
-1. Now the container is ready. Type `exit` to leave the container.
-
-1. Start github actions runner in detached mode in the container and set the anomalib dataset and codecov environment
-   variables. The codecov token in the environment variable allows coverage report uploading from the forks.
-
-   ```bash
-   sudo docker exec -d anomalib-ci-container /bin/bash -c \
-   "export ANOMALIB_DATASET_PATH=/home/user/datasets;export CODECOV_TOKEN=XXX && /home/user/actions-runner/run.sh"
-   ```
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
deleted file mode 100644
index 1fef54c46c..0000000000
--- a/.devcontainer/devcontainer.json
+++ /dev/null
@@ -1,46 +0,0 @@
-// For format details, see https://aka.ms/devcontainer.json. For config options, see the README at:
-// https://github.com/microsoft/vscode-dev-containers/tree/v0.187.0/containers/docker-existing-dockerfile
-{
-  "name": "Anomalib Development Environment",
-  // Sets the run context to one level up instead of the .devcontainer folder.
-  "context": "..",
-  // Update the 'dockerFile' property if you aren't using the standard 'Dockerfile' filename.
-  "dockerFile": "../.ci/Dockerfile",
-  // Set *default* container specific settings.json values on container create.
-  "settings": {
-    "python.pythonPath": "/home/user/conda/bin/python",
-    "python.formatting.provider": "black",
-    "editor.formatOnSave": true,
-    "python.formatting.blackArgs": ["--line-length", "120"],
-    "editor.codeActionsOnSave": {
-      "source.organizeImports": true
-    },
-    "python.linting.enabled": true,
-    "python.linting.flake8Enabled": true,
-    "python.linting.flake8Args": ["--max-line-length=120"],
-    "python.testing.cwd": ".",
-    "python.linting.lintOnSave": true,
-    "python.testing.unittestEnabled": false,
-    "python.testing.nosetestsEnabled": false,
-    "python.testing.pytestEnabled": true,
-    "python.testing.pytestArgs": ["tests"]
-  },
-  // Add the IDs of extensions you want installed when the container is created.
-  "extensions": [
-    "ms-python.python",
-    "njpwerner.autodocstring",
-    "streetsidesoftware.code-spell-checker",
-    "eamodio.gitlens",
-    "littlefoxteam.vscode-python-test-adapter"
-  ],
-  // Use 'forwardPorts' to make a list of ports inside the container available locally.
-  // "forwardPorts": [],
-  // Uncomment the next line to run commands after the container is created - for example installing curl.
-  // "postCreateCommand": "apt-get update && apt-get install -y curl",
-  // Uncomment when using a ptrace-based debugger like C++, Go, and Rust
-  "runArgs": ["--gpus=all", "--shm-size=20g"]
-  // Uncomment to use the Docker CLI from inside the container. See https://aka.ms/vscode-remote/samples/docker-from-docker.
-  // "mounts": [ "source=/var/run/docker.sock,target=/var/run/docker.sock,type=bind" ],
-  // Uncomment to connect as a non-root user if you've added one. See https://aka.ms/vscode-remote/containers/non-root.
-  // "remoteUser": "vscode"
-}
diff --git a/.dockerignore b/.dockerignore
deleted file mode 100644
index d1e00bca62..0000000000
--- a/.dockerignore
+++ /dev/null
@@ -1,14 +0,0 @@
-*.dot
-.git
-.idea
-.pytest_cache
-.tox
-.vscode
-__pycache__
-{toxworkdir}
-datasets/
-embeddings/
-lightning_logs/
-lightning_test/
-papers/
-results/