deploy: 65426f3

README.html

@@ -225,6 +225,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="book/Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="book/Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
 </ul>
 </li>
 </ul>

_sources/book/Miscellaneous/Chapter.ipynb

@@ -117,6 +117,37 @@
     "\n",
     "It makes your life easier by enforcing writing descriptive commits."
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Docker Best Practice: Use `.dockerignore`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "One Docker Tip:\n",
+    "\n",
+    "Use a `.dockerignore` file to avoid adding unnecessary files to the image.\n",
+    "\n",
+    "This will definitely reduce your Docker image size, but also more safe."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# .dockerignore\n",
+    ".git\n",
+    ".cache\n",
+    "*.md\n",
+    "!README*.md\n",
+    "README-secret.md\n",
+    ".env"
+   ]
   }
  ],
  "metadata": {

_sources/book/machinelearning/modeltraining.ipynb

@@ -1889,6 +1889,56 @@
     "alpha = [0.05, 0.20]\n",
     "y_pred, y_pis = mapie_regressor.predict(X_test, alpha=alpha)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bc7f6fab",
+   "metadata": {},
+   "source": [
+    "## Extra Components For scikit-learn with `scikit-lego`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "29e041d4",
+   "metadata": {},
+   "source": [
+    "scikit-learn is one of the most popular ML libraries.\n",
+    "\n",
+    "While it's easy to write custom components, it would be nice to have all of them in a single place.\n",
+    "\n",
+    "`scikit-lego` is such a library which contains many custom components like:\n",
+    "\n",
+    "- `DebugPipeline`, which adds debug information to pipelines\n",
+    "- `ImbalancedLinearRegression` to punish over-/underestimation of a model\n",
+    "- `add_lags` to add lag values to a DataFrame\n",
+    "- `ZeroInflatedRegressor` which predicts zero or applies a regression based on a classifier\n",
+    "\n",
+    "and many more!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f2c86d37",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklego.preprocessing import RandomAdder\n",
+    "from sklego.mixture import GMMClassifier\n",
+    "\n",
+    "...\n",
+    "\n",
+    "pipeline = Pipeline([\n",
+    "    (\"scale\", StandardScaler()),\n",
+    "    (\"random_noise\", RandomAdder()),\n",
+    "    (\"model\", GMMClassifier())\n",
+    "])\n",
+    "\n",
+    "..."
+   ]
   }
  ],
  "metadata": {

_sources/book/pythontricks/Chapter.ipynb

@@ -1029,6 +1029,76 @@
     "    \n",
     "print(Status.PENDING.value) # Output: 1"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Never use `eval`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "One big mistake in Python:\n",
+    "\n",
+    "Using `eval` in your code.\n",
+    "\n",
+    "`eval`, like the name suggests, evaluates a Python expression.\n",
+    "\n",
+    "The big problem: One could inject malicious code which will be evaluated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def calculate(expression):\n",
+    "    return eval(expression)\n",
+    "    \n",
+    "print(calculate(\"5 + 5\"))\n",
+    "\n",
+    "# DON'T RUN THIS LINE OF CODE\n",
+    "print(calculate(\"__import__('os').system('rm -rf /')\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Never use `import *`"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "One nooby Python mistake:\n",
+    "\n",
+    "Running `import *`.\n",
+    "\n",
+    "You will only pollute your namespace, leading to potential naming conflicts.\n",
+    "\n",
+    "Your code also becomes less readable and maintainable when it's not clear where each name is coming from.\n",
+    "\n",
+    "Remember \"_Explicit is better than implicit_\"."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Ugly\n",
+    "from module import *\n",
+    "\n",
+    "# Better\n",
+    "from module import Class1, Class2, Class3"
+   ]
   }
  ],
  "metadata": {

book/Miscellaneous/Chapter.html

@@ -225,6 +225,7 @@
 </li>
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">15. Miscellaneous</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">15.1. Miscellaneous</a></li>
+
 </ul>
 </li>
 </ul>
@@ -420,11 +421,17 @@ <h2> Contents </h2>
             </div>
             <nav aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#">15.1. Miscellaneous</a><ul class="visible nav section-nav flex-column">
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#must-have-vscode-extensions-for-python">15.1.1. Must-Have VSCode Extensions for Python</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#project-setup-from-templates-with-cookiecutter">15.1.2. Project Setup from Templates with <code class="docutils literal notranslate"><span class="pre">cookiecutter</span></code></a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#project-scaffolding-with-smol-developer">15.1.3. Project Scaffolding with <code class="docutils literal notranslate"><span class="pre">smol-developer</span></code></a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#well-commits-with-commitizen">15.1.4. Well Commits with <code class="docutils literal notranslate"><span class="pre">commitizen</span></code></a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#docker-best-practice-use-dockerignore">15.1.5. Docker Best Practice: Use <code class="docutils literal notranslate"><span class="pre">.dockerignore</span></code></a></li>
+</ul>
+</li>
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#dockerignore">15.2. .dockerignore</a></li>
 </ul>
+
             </nav>
         </div>
     </div>
@@ -479,6 +486,21 @@ <h2><span class="section-number">15.1.4. </span>Well Commits with <code class="d
 <p>It helps you define committing rules, bump project versions and create a changelog.</p>
 <p>It makes your life easier by enforcing writing descriptive commits.</p>
 </section>
+<section id="docker-best-practice-use-dockerignore">
+<h2><span class="section-number">15.1.5. </span>Docker Best Practice: Use <code class="docutils literal notranslate"><span class="pre">.dockerignore</span></code><a class="headerlink" href="#docker-best-practice-use-dockerignore" title="Permalink to this heading">#</a></h2>
+<p>One Docker Tip:</p>
+<p>Use a <code class="docutils literal notranslate"><span class="pre">.dockerignore</span></code> file to avoid adding unnecessary files to the image.</p>
+<p>This will definitely reduce your Docker image size, but also more safe.</p>
+</section>
+</section>
+<section id="dockerignore">
+<h1><span class="section-number">15.2. </span>.dockerignore<a class="headerlink" href="#dockerignore" title="Permalink to this heading">#</a></h1>
+<p>.git
+.cache
+<em>.md
+!README</em>.md
+README-secret.md
+.env</p>
 </section>
 
     <script type="text/x-thebe-config">
@@ -539,11 +561,17 @@ <h2><span class="section-number">15.1.4. </span>Well Commits with <code class="d
   </div>
   <nav class="bd-toc-nav page-toc">
     <ul class="visible nav section-nav flex-column">
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#">15.1. Miscellaneous</a><ul class="visible nav section-nav flex-column">
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#must-have-vscode-extensions-for-python">15.1.1. Must-Have VSCode Extensions for Python</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#project-setup-from-templates-with-cookiecutter">15.1.2. Project Setup from Templates with <code class="docutils literal notranslate"><span class="pre">cookiecutter</span></code></a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#project-scaffolding-with-smol-developer">15.1.3. Project Scaffolding with <code class="docutils literal notranslate"><span class="pre">smol-developer</span></code></a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#well-commits-with-commitizen">15.1.4. Well Commits with <code class="docutils literal notranslate"><span class="pre">commitizen</span></code></a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#docker-best-practice-use-dockerignore">15.1.5. Docker Best Practice: Use <code class="docutils literal notranslate"><span class="pre">.dockerignore</span></code></a></li>
+</ul>
+</li>
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#dockerignore">15.2. .dockerignore</a></li>
 </ul>
+
   </nav></div>
 
 </div></div>

book/Miscellaneous/index.html

@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">15. Miscellaneous</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="Chapter.html">15.1. Miscellaneous</a></li>
+
 </ul>
 </li>
 </ul>

book/codequality/automation.html

@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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book/codequality/codestyle.html

@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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 </li>
 </ul>

book/codequality/index.html

@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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 </li>
 </ul>

book/codequality/memory.html

@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
 </ul>
 </li>
 </ul>

book/codequality/principles.html

@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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 </li>
 </ul>

book/codequality/security.html

@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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 </li>
 </ul>

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@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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 </li>
 </ul>

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@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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 </li>
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@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
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+
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@@ -226,6 +226,7 @@
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 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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 </li>
 </ul>

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@@ -226,6 +226,7 @@
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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 </li>
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@@ -226,6 +226,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../Miscellaneous/Chapter.html">15.1. Miscellaneous</a></li>
+
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 </li>
 </ul>

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@@ -226,6 +226,7 @@
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+
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@@ -226,6 +226,7 @@
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 <li class="toctree-l1 has-children"><a class="reference internal" href="../Miscellaneous/index.html">15. Miscellaneous</a><input class="toctree-checkbox" id="toctree-checkbox-15" name="toctree-checkbox-15" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-15"><i class="fa-solid fa-chevron-down"></i></label><ul>
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+
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@@ -226,6 +226,7 @@
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+
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