diff --git a/.github/workflows/run_use_cases_examples.yaml b/.github/workflows/run_use_cases_examples.yaml
new file mode 100644
index 000000000..7e0904943
--- /dev/null
+++ b/.github/workflows/run_use_cases_examples.yaml
@@ -0,0 +1,126 @@
+name: Run Use Case Examples
+on:
+  push:
+  # workflow_dispatch: 
+  # schedule:
+  #   - cron: '0 0 * * MON'  # Scheduled trigger every Monday at midnight
+
+concurrency:
+  group: ${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  ACTION_RUN_URL: ${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}
+
+jobs:
+  start-runner-linux:
+    name: Start EC2 runner
+    runs-on: ubuntu-20.04
+    outputs:
+      label-38: ${{ steps.start-ec2-runner-38.outputs.label }}
+      ec2-instance-id-38: ${{ steps.start-ec2-runner-38.outputs.ec2-instance-id || '' }}
+    steps:
+      - name: Checkout Code
+        uses: actions/checkout@8ade135a41bc03ea155e62e844d188df1ea18608
+
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@8c3f20df09ac63af7b3ae3d7c91f105f857d8497
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ secrets.AWS_REGION }}
+
+      - name: Start EC2 runner python 38
+        id: start-ec2-runner-38
+        uses: machulav/ec2-github-runner@4e0303de215db88e1c489e07a15ca4d867f488ea
+        with:
+          mode: start
+          github-token: ${{ secrets.EC2_RUNNER_BOT_TOKEN }}
+          ec2-image-id: ${{ secrets.AWS_EC2_AMI }}
+          ec2-instance-type: "m6i.metal"
+          subnet-id: ${{ secrets.AWS_EC2_SUBNET_ID }}
+          security-group-id: ${{ secrets.AWS_EC2_SECURITY_GROUP_ID }}
+
+  run-use-case-examples:
+    needs: [start-runner-linux]
+    runs-on: ${{ needs.start-runner-linux.outputs.label-38 }}
+    container:
+      image: ubuntu:20.04
+    defaults:
+      run:
+        shell: bash
+    steps:
+      - name: Checkout Code
+        uses: actions/checkout@v2
+
+      - name: Set up Environment
+        run: |
+          # Setup commands if any, for example, installing dependencies, etc.
+          apt-get update && apt-get install -y python3-venv make && apt install git git-lfs -y
+
+      - name: Run Use Case Examples Script
+        run: |
+          chmod +x ./script/make_utils/run_use_case_examples.sh
+          ./script/make_utils/run_use_case_examples.sh
+
+  stop-runner-linux:
+    name: Stop EC2 runner
+    needs: [run-use-case-examples, start-runner-linux]
+    runs-on: ubuntu-20.04
+    if: ${{ always() && (needs.start-runner-linux.result != 'skipped') }}
+    steps:
+      - name: Configure AWS credentials
+        uses: aws-actions/configure-aws-credentials@8c3f20df09ac63af7b3ae3d7c91f105f857d8497
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ secrets.AWS_REGION }}
+
+      - name: Stop EC2 runner python 38
+        uses: machulav/ec2-github-runner@4e0303de215db88e1c489e07a15ca4d867f488ea
+        if: ${{ always() && needs.start-runner-linux.outputs.ec2-instance-id-38 }}
+        with:
+          github-token: ${{ secrets.EC2_RUNNER_BOT_TOKEN }}
+          label: ${{ needs.start-runner-linux.outputs.label-38 }}
+          ec2-instance-id: ${{ needs.start-runner-linux.outputs.ec2-instance-id-38 }}
+          mode: stop
+
+  send-report:
+    if: ${{ always() }}
+    needs:
+      [
+        start-runner-linux,
+        run-use-case-examples,
+        stop-runner-linux,
+      ]
+    name: Send Slack notification
+    runs-on: ubuntu-20.04
+    steps:
+      - uses: actions/checkout@v2 # Update to the latest stable version
+
+      - name: Prepare whole job status
+        if: ${{ always() }}
+        continue-on-error: true
+        env:
+          NEEDS_JSON: ${{ toJSON(needs) }}
+        run: |
+          echo "${NEEDS_JSON}" > /tmp/needs_context.json
+          JOB_STATUS=$(python3 ./script/actions_utils/actions_combine_status.py \
+          --needs_context_json /tmp/needs_context.json)
+          echo "JOB_STATUS=${JOB_STATUS}" >> "$GITHUB_ENV"
+
+      - name: Slack Notification
+        if: ${{ always() }}
+        continue-on-error: true
+        uses: rtCamp/action-slack-notify@b24d75fe0e728a4bf9fc42ee217caa686d141ee8
+        env:
+          SLACK_CHANNEL: ${{ secrets.SLACK_CHANNEL }}
+          SLACK_ICON: https://pbs.twimg.com/profile_images/1274014582265298945/OjBKP9kn_400x400.png
+          SLACK_COLOR: ${{ env.JOB_STATUS || 'failure' }}
+          SLACK_MESSAGE: "Full run of use case examples finished with status ${{ env.JOB_STATUS || 'failure' }} \
+            (${{ env.ACTION_RUN_URL }})\n\
+            - start-runner-linux: ${{ needs.start-runner-linux.result || 'Did not run.'}}\n\n\
+            - run-use-case-examples: ${{ needs.run-use-case-examples.result || 'Did not run.' }}\n\n\
+            - stop-runner-linux: ${{ needs.stop-runner-linux.result || 'Did not run.'}}"
+          SLACK_USERNAME: ${{ secrets.BOT_USERNAME }}
+          SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
\ No newline at end of file
diff --git a/Makefile b/Makefile
index ce01b9e67..243bd4484 100644
--- a/Makefile
+++ b/Makefile
@@ -827,7 +827,7 @@ clean_sklearn_cache:
 
 .PHONY: run_one_use_case_example # Run one use-case example (USE_CASE, eg use_case_examples/hybrid_model)
 run_one_use_case_example:
-	./script/make_utils/run_use_case_examples.sh
+	USE_CASE=$(USE_CASE) ./script/make_utils/run_use_case_examples.sh
 
 .PHONY: run_all_use_case_examples # Run all use-case examples
 run_all_use_case_examples:
diff --git a/script/make_utils/run_use_case_examples.sh b/script/make_utils/run_use_case_examples.sh
index 6461466f2..4bf17dfe6 100755
--- a/script/make_utils/run_use_case_examples.sh
+++ b/script/make_utils/run_use_case_examples.sh
@@ -1,129 +1,123 @@
 #!/usr/bin/env bash
 set -e
 
-DIR=$(dirname "$0")
-
-# shellcheck disable=SC1090,SC1091
-source "${DIR}/detect_docker.sh"
-
-if isDocker; then
-    echo "Can not run in docker -> this script needs to install new virtualenvs"
-    exit 1
-fi
-
-
-CML_DIR=$(pwd)
-USE_CASE_REL_DIR="use_case_examples"
-USE_CASE_DIR="${CML_DIR}/${USE_CASE_REL_DIR}"
-
-if [ ! -d "$USE_CASE_DIR" ]; then
-    echo "This script must be run in the Concrete ML source root where the '$USE_CASE_REL_DIR' directory is present"
-    exit 1
-fi
-
-echo "Refreshing notebooks with PIP installed Concrete ML"
-
-# shellcheck disable=SC2143
-if [[ $(git ls-files --others --exclude-standard | grep ${USE_CASE_REL_DIR}) ]]; then
-    echo "This script must be run in a clean clone of the Concrete ML repo"
-    echo "This directory has untracked files in ${USE_CASE_REL_DIR}"
-    echo "You can LIST all untracked files using: "
-    echo
-    # shellcheck disable=SC2028
-    echo "   git ls-files --others --exclude-standard | grep ${USE_CASE_REL_DIR}"
-    echo
-    echo "You can REMOVE all untracked files using: "
-    echo
-    # shellcheck disable=SC2028
-    echo "   git ls-files --others --exclude-standard | grep ${USE_CASE_REL_DIR} | xargs -0 -d '\n' --no-run-if-empty rm"
-    echo
-    exit 1
-fi
-
-if [[ -z "${USE_CASE}" ]]; then
-  # shellcheck disable=SC2207
-  LIST_OF_USE_CASES=($(find "$USE_CASE_DIR/" -mindepth 1 -maxdepth 2 -type d | grep -v checkpoints))
-else
-  LIST_OF_USE_CASES=("${USE_CASE}")
-  if [ ! -d "${USE_CASE}" ]; then 
-    echo "The use case specified to be executed, ${USE_CASE}, does not exist"
-    exit 1
-  fi
-fi
-
-if [ ! "$(docker images -q zamafhe/concrete-ml:latest 2> /dev/null)" ]; then
-    # BUILD THE DOCKER IMAGE
-    echo "Building docker image"
-    poetry build && mkdir -p pkg && cp dist/* pkg/ && make release_docker
-    docker tag concrete-ml-release:latest zamafhe/concrete-ml:latest
-fi
-
-# shellcheck disable=SC2068
-for EXAMPLE in ${LIST_OF_USE_CASES[@]}
-do
-    EXAMPLE_NAME=$(basename "${EXAMPLE}")
-
-    if [ -f "${EXAMPLE}/Makefile" ]; then
-        echo "*** Processing example ${EXAMPLE_NAME}"
+CURRENT_DIR=$(pwd)
+USE_CASE_DIR_NAME="use_case_examples"
+USE_CASE_DIR="${CURRENT_DIR}/${USE_CASE_DIR_NAME}"
+
+export USE_CASE_DIR  # Required for the Makefile of the use case examples
+
+check_directory_exists() {
+    if [ ! -d "$1" ]; then
+        echo "Error: Directory '${1}' not found."
+        exit 1
+    fi
+}
+
+check_clean_git_status() {
+    if git ls-files --others --exclude-standard | grep -q "$1"; then
+        echo "Error: The repository is not clean. Untracked files found in $1."
+        echo "List untracked files with: git ls-files --others --exclude-standard | grep $1"
+        echo "Remove untracked files with: git clean -fdx $1"
+        exit 1
+    fi
+}
+
+setup_virtualenv() {
+    local venv_path="/tmp/virtualenv_$1"
+    echo "Setting up virtual environment in $venv_path..."
+    python3 -m venv "$venv_path"
+    source "${venv_path}/bin/activate"
+    echo "Virtual environment activated."
+}
+
+install_concrete_ml() {
+    pip install -U pip setuptools wheel
+    if pip install -e .; then
+        echo "Concrete ML installation successful."
     else
-        continue
+        echo "Failed to install Concrete ML."
+        return 1
     fi
+}
 
-    # Setup a new venv
-    VENV_PATH="/tmp/virtualenv_${EXAMPLE_NAME}"
-    if [ -d "$VENV_PATH" ]; then
-        echo " - VirtualEnv already exists, deleting the old one"
-        rm -rf "$VENV_PATH"
+install_requirements() {
+    if [ -f "requirements.txt" ]; then
+        if pip install -r requirements.txt; then
+            echo "Requirements installed successfully."
+        else
+            echo "Failed to install requirements."
+            return 1
+        fi
     fi
-    virtualenv -q "$VENV_PATH"
-    echo " - VirtualEnv created at $VENV_PATH"
-    # shellcheck disable=SC1090,SC1091
-    source "${VENV_PATH}/bin/activate"
-    # Install Concrete ML
-    set +e
-    cd "$CML_DIR"
-    pip install -e . &> "/tmp/log_cml_pip_${EXAMPLE_NAME}"
-    hresult=$?
-    if [ $hresult -ne 0 ]; then
-        echo "Could not install Concrete ML in the virtualenv, see /tmp/log_cml_pip_${EXAMPLE_NAME}"
-        rm -rf "$VENV_PATH"
-        continue
+}
+
+run_example() {
+    local example_dir=$1
+    local example_name=$(basename "$example_dir")
+
+    if [ ! -f "${example_dir}/Makefile" ]; then
+        echo "No Makefile found in $example_dir, skipping..."
+        return
     fi
-    set -e
-    echo " - Concrete ML installed in $VENV_PATH"
 
-    # Install example requirements
-    cd "$EXAMPLE"
-    if [ -f "requirements.txt" ]; then
-        set +e
-        pip install -r requirements.txt &> "/tmp/log_reqs_${EXAMPLE_NAME}"
-        hresult=$?
-        set -e
-        if [ $hresult -ne 0 ]; then
-            echo "Could not install Concrete ML in the virtualenv, see /tmp/log_reqs_${EXAMPLE_NAME}"
-            rm -rf "$VENV_PATH"
-            continue
-        fi     
-        echo " - Requirements installed in $VENV_PATH"
+    echo "*** Running example: $example_name ***"
+    setup_virtualenv "$example_name"
+    install_concrete_ml || return
+    install_requirements || return
+
+    echo "Running use case example using Makefile..."
+    make -C "$example_dir" run_example
+
+    local result="${PIPESTATUS[0]}"
+
+    if [ "$result" -ne 0 ]; then
+        echo "Failure in example $example_name."
+        failed_examples+=("$example_name")
+    else
+        echo "Successfully completed example $example_name."
+        success_examples+=("$example_name")
     fi
-    
-    set +e
-    # Strip colors from the error output before piping to the log files
-    # Swap stderr and stdout, all output of jupyter execution is in stderr
-    # The information about time spent running the notebook is in stdout
-    # The following will pipe the stderr to the regex so that it 
-    # ends up in the log file.
-    # The timing shows in the terminal
-    USE_CASE_DIR=$USE_CASE_DIR make 3>&2 2>&1 1>&3- | perl -pe 's/\e([^\[\]]|\[.*?[a-zA-Z]|\].*?\a)//g' > "/tmp/log_${EXAMPLE_NAME}"
-
-    # Neet to check the result of execution of the make command (ignore the results 
-    # of the other commands in the pipe)
-    hresult="${PIPESTATUS[0]}"
-    if [ "$hresult" -ne 0 ]; then
-        echo "Error while running example ${EXAMPLE_NAME} see /tmp/log_${EXAMPLE_NAME}"
+
+    deactivate
+    rm -rf "/tmp/virtualenv_$example_name"
+}
+
+print_summary() {
+    echo "Summary of execution results:"
+    echo "Successful examples: ${#success_examples[@]}"
+    for example in "${success_examples[@]}"; do
+        echo "  - $example"
+    done
+    echo "Failed examples: ${#failed_examples[@]}"
+    for example in "${failed_examples[@]}"; do
+        echo "  - $example"
+    done
+}
+
+main() {
+    check_directory_exists "$USE_CASE_DIR"
+    check_clean_git_status "$USE_CASE_DIR_NAME"
+
+    declare -a success_examples
+    declare -a failed_examples
+
+    local LIST_OF_USE_CASES=()
+    if [[ -z "${USE_CASE}" ]]; then
+        LIST_OF_USE_CASES=($(find "$USE_CASE_DIR/" -mindepth 1 -maxdepth 2 -type d | grep -v checkpoints | sort))
+    else
+        LIST_OF_USE_CASES=("${USE_CASE_DIR}/${USE_CASE}")
+    fi
+
+    for use_case in "${LIST_OF_USE_CASES[@]}"; do
+        run_example "$use_case"
+    done
+
+    print_summary
+
+    if [ ${#failed_examples[@]} -ne 0 ]; then
+        exit 1
     fi
-    set -e             
+}
 
-    # Remove the virtualenv
-    rm -rf "$VENV_PATH"
-done
+main "$@"
\ No newline at end of file
diff --git a/use_case_examples/cifar/cifar_brevitas_training/Makefile b/use_case_examples/cifar/cifar_brevitas_training/Makefile
index d222b84d0..26f0c96bb 100644
--- a/use_case_examples/cifar/cifar_brevitas_training/Makefile
+++ b/use_case_examples/cifar/cifar_brevitas_training/Makefile
@@ -2,11 +2,14 @@
 export LC_ALL=en_US.UTF-8
 export LANG=en_US.UTF-8
 
-EXAMPLE_NAME=cifar_brevitas_finetuning
+EXAMPLE_NAME=cifar_brevitas_training
 JUPYTER_RUN=jupyter nbconvert --to notebook --inplace --execute
 TIME_NB="${USE_CASE_DIR}/time_notebook_execution.sh"
 
-run_example: one
+run_example: one two
 
 one:
 	@python evaluate_one_example_fhe.py
+
+two:
+	@python evaluate_torch_cml.py
\ No newline at end of file
diff --git a/use_case_examples/credit_scoring/Makefile b/use_case_examples/credit_scoring/Makefile
new file mode 100644
index 000000000..60bc03f90
--- /dev/null
+++ b/use_case_examples/credit_scoring/Makefile
@@ -0,0 +1,12 @@
+# Useful for jupyter notebooks
+export LC_ALL=en_US.UTF-8
+export LANG=en_US.UTF-8
+
+EXAMPLE_NAME=credit_scoring
+JUPYTER_RUN=jupyter nbconvert --to notebook --inplace --execute
+TIME_NB="${USE_CASE_DIR}/time_notebook_execution.sh"
+
+run_example: one
+
+one:
+	@$(TIME_NB) CreditScoring.ipynb
diff --git a/use_case_examples/deployment/breast_cancer_builtin/Makefile b/use_case_examples/deployment/breast_cancer_builtin/Makefile
deleted file mode 100644
index 4a22f850f..000000000
--- a/use_case_examples/deployment/breast_cancer_builtin/Makefile
+++ /dev/null
@@ -1,17 +0,0 @@
-# Useful for jupyter notebooks
-export LC_ALL=en_US.UTF-8
-export LANG=en_US.UTF-8
-
-EXAMPLE_NAME=cifar_brevitas_finetuning
-JUPYTER_RUN=jupyter nbconvert --to notebook --inplace --execute
-
-run_example: three
-
-one:
-	@./train_with_docker.sh
-
-two: one
-	@python -m concrete.ml.deployment.deploy_to_docker --only-build
-
-three: two
-	@python build_docker_client_image.py
diff --git a/use_case_examples/deployment/cifar_8_bit/Makefile b/use_case_examples/deployment/cifar_8_bit/Makefile
deleted file mode 100644
index ad1c98316..000000000
--- a/use_case_examples/deployment/cifar_8_bit/Makefile
+++ /dev/null
@@ -1,17 +0,0 @@
-# Useful for jupyter notebooks
-export LC_ALL=en_US.UTF-8
-export LANG=en_US.UTF-8
-
-EXAMPLE_NAME=cifar_brevitas_finetuning
-JUPYTER_RUN=jupyter nbconvert --to notebook --inplace --execute
-
-run_example: three
-
-one:
-	@python compile_with_docker.py
-
-two: one
-	@python -m concrete.ml.deployment.deploy_to_docker --only-build
-
-three: two
-	@docker build --tag cifar_client -f Dockerfile.client .
diff --git a/use_case_examples/deployment/sentiment_analysis/Makefile b/use_case_examples/deployment/sentiment_analysis/Makefile
deleted file mode 100644
index 4a22f850f..000000000
--- a/use_case_examples/deployment/sentiment_analysis/Makefile
+++ /dev/null
@@ -1,17 +0,0 @@
-# Useful for jupyter notebooks
-export LC_ALL=en_US.UTF-8
-export LANG=en_US.UTF-8
-
-EXAMPLE_NAME=cifar_brevitas_finetuning
-JUPYTER_RUN=jupyter nbconvert --to notebook --inplace --execute
-
-run_example: three
-
-one:
-	@./train_with_docker.sh
-
-two: one
-	@python -m concrete.ml.deployment.deploy_to_docker --only-build
-
-three: two
-	@python build_docker_client_image.py
diff --git a/use_case_examples/disease_prediction/Makefile b/use_case_examples/disease_prediction/Makefile
new file mode 100644
index 000000000..f9c290c6f
--- /dev/null
+++ b/use_case_examples/disease_prediction/Makefile
@@ -0,0 +1,12 @@
+# Useful for jupyter notebooks
+export LC_ALL=en_US.UTF-8
+export LANG=en_US.UTF-8
+
+EXAMPLE_NAME=disease_prediction
+JUPYTER_RUN=jupyter nbconvert --to notebook --inplace --execute
+TIME_NB="${USE_CASE_DIR}/time_notebook_execution.sh"
+
+run_example: one
+
+one:
+	@$(TIME_NB) HealthCarePrediction.ipynb
diff --git a/use_case_examples/disease_prediction/requirements.txt b/use_case_examples/disease_prediction/requirements.txt
index 56b78ae9f..1709ea8a1 100644
--- a/use_case_examples/disease_prediction/requirements.txt
+++ b/use_case_examples/disease_prediction/requirements.txt
@@ -1,3 +1,4 @@
 concrete-ml
 jupyter
 pandas
+matplotlib
diff --git a/use_case_examples/federated_learning/Makefile b/use_case_examples/federated_learning/Makefile
new file mode 100644
index 000000000..6a5f3bd9b
--- /dev/null
+++ b/use_case_examples/federated_learning/Makefile
@@ -0,0 +1,14 @@
+# Useful for jupyter notebooks
+export LC_ALL=en_US.UTF-8
+export LANG=en_US.UTF-8
+
+EXAMPLE_NAME=federated_learning
+PYTHON_RUN=python
+
+run_example: run_sh load_to_cml
+
+run_sh:
+	@./run.sh
+
+load_to_cml:
+	@$(PYTHON_RUN) load_to_cml.py
\ No newline at end of file
diff --git a/use_case_examples/sentiment_analysis_with_transformer/Makefile b/use_case_examples/sentiment_analysis_with_transformer/Makefile
index 3340332bc..dde11d706 100644
--- a/use_case_examples/sentiment_analysis_with_transformer/Makefile
+++ b/use_case_examples/sentiment_analysis_with_transformer/Makefile
@@ -2,7 +2,7 @@
 export LC_ALL=en_US.UTF-8
 export LANG=en_US.UTF-8
 
-EXAMPLE_NAME=cifar_brevitas_finetuning
+EXAMPLE_NAME=sentiment_analysis_with_transformers
 JUPYTER_RUN=jupyter nbconvert --to notebook --inplace --execute
 TIME_NB="${USE_CASE_DIR}/time_notebook_execution.sh"
 
diff --git a/use_case_examples/sentiment_analysis_with_transformer/SentimentClassification.ipynb b/use_case_examples/sentiment_analysis_with_transformer/SentimentClassification.ipynb
index dc9774336..864c64cd7 100644
--- a/use_case_examples/sentiment_analysis_with_transformer/SentimentClassification.ipynb
+++ b/use_case_examples/sentiment_analysis_with_transformer/SentimentClassification.ipynb
@@ -34,11 +34,11 @@
    ],
    "source": [
     "# Import the required packages\n",
-    "import os\n",
     "import time\n",
     "\n",
     "import numpy\n",
     "import pandas as pd\n",
+    "import requests\n",
     "from sklearn.metrics import average_precision_score\n",
     "from sklearn.model_selection import GridSearchCV, train_test_split\n",
     "\n",
@@ -49,32 +49,15 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "--2023-04-06 09:49:38--  https://huggingface.co/datasets/osanseviero/twitter-airline-sentiment/resolve/main/Tweets.csv\r\n",
-      "Resolving huggingface.co (huggingface.co)... 13.32.145.73, 13.32.145.5, 13.32.145.11, ...\r\n",
-      "Connecting to huggingface.co (huggingface.co)|13.32.145.73|:443... connected.\r\n",
-      "HTTP request sent, awaiting response... 302 Found\r\n",
-      "Location: https://cdn-lfs.huggingface.co/repos/ce/37/ce37f07d6007921b5a0a814bd1cb03df4a2fa91f9631a025317f3a3e4acbe83c/ea94b23f41892b290dec3330bb8cf9cb6b8bc669eaae5f3a84c40f7b0de8f15e?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27Tweets.csv%3B+filename%3D%22Tweets.csv%22%3B&response-content-type=text%2Fcsv&Expires=1681033779&Policy=eyJTdGF0ZW1lbnQiOlt7IlJlc291cmNlIjoiaHR0cHM6Ly9jZG4tbGZzLmh1Z2dpbmdmYWNlLmNvL3JlcG9zL2NlLzM3L2NlMzdmMDdkNjAwNzkyMWI1YTBhODE0YmQxY2IwM2RmNGEyZmE5MWY5NjMxYTAyNTMxN2YzYTNlNGFjYmU4M2MvZWE5NGIyM2Y0MTg5MmIyOTBkZWMzMzMwYmI4Y2Y5Y2I2YjhiYzY2OWVhYWU1ZjNhODRjNDBmN2IwZGU4ZjE1ZT9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPSoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE2ODEwMzM3Nzl9fX1dfQ__&Signature=PvnA1Xq05ghV1ztqtUf4EEQ4HtueYlPV9xuL6bydyg%7EC2IAAq1DcepkTws%7EsMKD8xiSQWxGQBWq7QbrOr0bYwKSD4ACUYBRJ6I4iEeiI3%7EjljnlGjqDKB7khTyrkU3s8oGy6wMKRSWHORpeoiXgBHf21QVghWo5Fl-mA0NhejTQ8gDsH4rowJHzC4k77zUxY0aMuhpHQnbJlTFlYODxjHy%7ELUNL2xUJQkQymsbiCV2dmYkslpIJUdKNj5d4r7jbvfpvZ63In340WF34Ym69%7E5XHNe8v6t1Qy4fOwxg62Qe3CbNlh0Sp9ZNS48%7EZ23az9qevO2CRoSGAsBE3mmS2vCA__&Key-Pair-Id=KVTP0A1DKRTAX [following]\r\n",
-      "--2023-04-06 09:49:38--  https://cdn-lfs.huggingface.co/repos/ce/37/ce37f07d6007921b5a0a814bd1cb03df4a2fa91f9631a025317f3a3e4acbe83c/ea94b23f41892b290dec3330bb8cf9cb6b8bc669eaae5f3a84c40f7b0de8f15e?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27Tweets.csv%3B+filename%3D%22Tweets.csv%22%3B&response-content-type=text%2Fcsv&Expires=1681033779&Policy=eyJTdGF0ZW1lbnQiOlt7IlJlc291cmNlIjoiaHR0cHM6Ly9jZG4tbGZzLmh1Z2dpbmdmYWNlLmNvL3JlcG9zL2NlLzM3L2NlMzdmMDdkNjAwNzkyMWI1YTBhODE0YmQxY2IwM2RmNGEyZmE5MWY5NjMxYTAyNTMxN2YzYTNlNGFjYmU4M2MvZWE5NGIyM2Y0MTg5MmIyOTBkZWMzMzMwYmI4Y2Y5Y2I2YjhiYzY2OWVhYWU1ZjNhODRjNDBmN2IwZGU4ZjE1ZT9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSomcmVzcG9uc2UtY29udGVudC10eXBlPSoiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE2ODEwMzM3Nzl9fX1dfQ__&Signature=PvnA1Xq05ghV1ztqtUf4EEQ4HtueYlPV9xuL6bydyg%7EC2IAAq1DcepkTws%7EsMKD8xiSQWxGQBWq7QbrOr0bYwKSD4ACUYBRJ6I4iEeiI3%7EjljnlGjqDKB7khTyrkU3s8oGy6wMKRSWHORpeoiXgBHf21QVghWo5Fl-mA0NhejTQ8gDsH4rowJHzC4k77zUxY0aMuhpHQnbJlTFlYODxjHy%7ELUNL2xUJQkQymsbiCV2dmYkslpIJUdKNj5d4r7jbvfpvZ63In340WF34Ym69%7E5XHNe8v6t1Qy4fOwxg62Qe3CbNlh0Sp9ZNS48%7EZ23az9qevO2CRoSGAsBE3mmS2vCA__&Key-Pair-Id=KVTP0A1DKRTAX\r\n",
-      "Resolving cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)... 52.222.174.26, 52.222.174.3, 52.222.174.32, ...\r\n",
-      "Connecting to cdn-lfs.huggingface.co (cdn-lfs.huggingface.co)|52.222.174.26|:443... connected.\r\n",
-      "HTTP request sent, awaiting response... 200 OK\r\n",
-      "Length: 3421431 (3.3M) [text/csv]\r\n",
-      "Saving to: ‘Tweets.csv’\r\n",
-      "\r\n",
-      "Tweets.csv          100%[===================>]   3.26M  --.-KB/s    in 0.02s   \r\n",
-      "\r\n",
-      "2023-04-06 09:49:39 (146 MB/s) - ‘Tweets.csv’ saved [3421431/3421431]\r\n",
-      "\r\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "!wget -O Tweets.csv https://huggingface.co/datasets/osanseviero/twitter-airline-sentiment/resolve/main/Tweets.csv"
+    "url = (\n",
+    "    \"https://huggingface.co/datasets/osanseviero/twitter-airline-sentiment/resolve/main/Tweets.csv\"\n",
+    ")\n",
+    "response = requests.get(url)\n",
+    "\n",
+    "with open(\"Tweets.csv\", \"wb\") as file:\n",
+    "    file.write(response.content)"
    ]
   },
   {
@@ -93,10 +76,6 @@
     }
    ],
    "source": [
-    "# Download the data-sets\n",
-    "if not os.path.isfile(\"Tweets.csv\"):\n",
-    "    raise ValueError(\"Please launch the `download_data.sh` script in order to get the data-sets.\")\n",
-    "\n",
     "train = pd.read_csv(\"Tweets.csv\", index_col=0)\n",
     "text_X = train[\"text\"]\n",
     "y = train[\"airline_sentiment\"]\n",
diff --git a/use_case_examples/titanic/Makefile b/use_case_examples/titanic/Makefile
index 9753f0880..71556d257 100644
--- a/use_case_examples/titanic/Makefile
+++ b/use_case_examples/titanic/Makefile
@@ -2,7 +2,7 @@
 export LC_ALL=en_US.UTF-8
 export LANG=en_US.UTF-8
 
-EXAMPLE_NAME=cifar_brevitas_finetuning
+EXAMPLE_NAME=titanic
 JUPYTER_RUN=jupyter nbconvert --to notebook --inplace --execute
 TIME_NB="${USE_CASE_DIR}/time_notebook_execution.sh"
 
diff --git a/use_case_examples/titanic/download_data.sh b/use_case_examples/titanic/download_data.sh
deleted file mode 100755
index abbd4ce87..000000000
--- a/use_case_examples/titanic/download_data.sh
+++ /dev/null
@@ -1,13 +0,0 @@
-#!/usr/bin/env bash
-
-set -e
-
-# You need to have a valid ~/.kaggle/kaggle.json, that you can generate from "Create new API token"
-# on your account page in kaggle.com
-rm -rf local_datasets
-mkdir local_datasets
-cd local_datasets
-
-kaggle competitions download -c titanic
-
-unzip titanic.zip -d titanic