Aditi2424 · Aditi2424 · Dec 31, 2025 · Dec 31, 2025 · Dec 31, 2025 · Jan 1, 2026
diff --git a/.gitignore b/.gitignore
@@ -18,6 +18,9 @@ scratch/
 *.egg
 examples/tensorflow/distributed_mnist/data
 *.iml
+
+# Sphinx documentation
+docs/_build/
 doc/_build
 doc/_static
 doc/_templates

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
@@ -0,0 +1,24 @@
+# Read the Docs configuration file
+# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
+
+version: 2
+
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.10"
+
+sphinx:
+  configuration: docs/conf.py
+
+formats:
+  - pdf
+  - epub
+
+python:
+  install:
+    - requirements: docs/requirements.txt
+    - method: pip
+      path: .
+      extra_requirements:
+        - docs
diff --git a/docs/Makefile b/docs/Makefile
@@ -0,0 +1,12 @@
+SPHINXOPTS    ?=
+SPHINXBUILD   ?= sphinx-build
+SOURCEDIR     = .
+BUILDDIR      = _build
+
+help:
+	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+%: Makefile
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
diff --git a/docs/_static/custom.css b/docs/_static/custom.css
@@ -0,0 +1,174 @@
+/* What's New Section Styling */
+.whats-new-container {
+    display: grid;
+    grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));
+    gap: 20px;
+    margin: 30px 0;
+}
+
+.new-feature-card {
+    background: var(--pst-color-surface);
+    border: 1px solid var(--pst-color-border);
+    border-radius: 12px;
+    padding: 25px;
+    box-shadow: 0 4px 12px rgba(0, 0, 0, 0.1);
+    transition: transform 0.2s ease, box-shadow 0.2s ease;
+    position: relative;
+    overflow: hidden;
+    color: var(--pst-color-text-base);
+}
+
+[data-theme="dark"] .new-feature-card {
+    box-shadow: 0 4px 12px rgba(0, 0, 0, 0.3);
+}
+
+.new-feature-card:hover {
+    transform: translateY(-2px);
+    box-shadow: 0 8px 25px rgba(0, 0, 0, 0.15);
+}
+
+[data-theme="dark"] .new-feature-card:hover {
+    box-shadow: 0 8px 25px rgba(0, 0, 0, 0.4);
+}
+
+.new-feature-card h3 {
+    margin-top: 0;
+    margin-bottom: 15px;
+    font-size: 1.3em;
+    font-weight: 600;
+    color: inherit;
+}
+
+.new-feature-card ul {
+    margin: 15px 0;
+    padding-left: 20px;
+}
+
+.new-feature-card li {
+    margin-bottom: 8px;
+    line-height: 1.5;
+}
+
+/* Feedback Component */
+.feedback-container {
+    border-top: 1px solid var(--pst-color-border);
+    margin-top: 40px;
+    padding: 24px;
+    background-color: var(--pst-color-surface);
+    border-radius: 8px;
+    border: 1px solid var(--pst-color-border);
+}
+
+.feedback-question {
+    font-size: 20px;
+    font-weight: 500;
+    color: var(--pst-color-text-base);
+    margin-bottom: 20px;
+    text-align: left;
+}
+
+.feedback-buttons {
+    display: flex;
+    justify-content: flex-start;
+    gap: 12px;
+}
+
+.feedback-btn {
+    display: flex;
+    align-items: center;
+    gap: 8px;
+    padding: 8px 16px;
+    border: 1px solid var(--pst-color-border);
+    border-radius: 6px;
+    background: var(--pst-color-surface);
+    color: var(--pst-color-text-muted);
+    font-size: 14px;
+    cursor: pointer;
+    transition: all 0.2s ease;
+}
+
+.feedback-btn:hover {
+    border-color: var(--pst-color-primary);
+    background: var(--pst-color-surface);
+}
+
+.feedback-btn.selected {
+    border-color: var(--pst-color-primary);
+    background: var(--pst-color-primary-bg);
+    color: var(--pst-color-primary);
+}
+
+.feedback-btn svg {
+    width: 16px;
+    height: 16px;
+}
+
+.feedback-thanks {
+    display: none;
+    color: #059669;
+    font-size: 14px;
+    text-align: center;
+    margin-top: 16px;
+}
+
+/* Feedback Options */
+.feedback-options {
+    display: none;
+    margin-top: 20px;
+}
+
+.feedback-more {
+    display: flex;
+    flex-direction: column;
+    gap: 12px;
+}
+
+.feedback-github-link {
+    color: #0366d6;
+    text-decoration: none;
+    font-size: 14px;
+    padding: 10px 20px;
+    border: 1px solid #0366d6;
+    border-radius: 6px;
+    transition: all 0.2s;
+    font-weight: 500;
+    align-self: flex-start;
+}
+
+.feedback-github-link:hover {
+    background-color: #0366d6;
+    color: white;
+    text-decoration: none;
+}
+
+header {
+    background-color: white;
+
+    box-shadow: 0 1px 2px rgba(0, 0, 0, 0.05);
+    position: sticky;
+    top: 0;
+    z-index: 50;
+}
+
+h1 {
+    font-size: 1.875rem;
+    font-weight: 700;
+    color: var(--pst-color-text-base);
+}
+
+h2 {
+    font-size: 1.5rem;
+    font-weight: 700;
+    color: var(--pst-color-text-base);
+}
+
+h3 {
+    font-size: 1.25rem;
+    font-weight: 500;
+    color: var(--pst-color-text-base);
+}
+
+p {
+    font-size: 1.0rem;
+    color: var(--pst-color-text-base);
+}
diff --git a/docs/_static/feedback.js b/docs/_static/feedback.js
@@ -0,0 +1,71 @@
+// Feedback functionality
+document.addEventListener('DOMContentLoaded', function() {
+    // Add feedback component to the very bottom of each page
+    const article = document.querySelector('article[role="main"]') || document.querySelector('.bd-article') || document.querySelector('main');
+    if (article) {
+        const feedbackHTML = `
+            <div class="feedback-container">
+                <div class="feedback-question">Was this page helpful?</div>
+                <div class="feedback-buttons">
+                    <button class="feedback-btn" data-feedback="yes">
+                        <svg viewBox="0 0 24 24" fill="currentColor">
+                            <path d="M7.493 18.75c-.425 0-.82-.236-.975-.632A7.48 7.48 0 016 15.375c0-1.75.599-3.358 1.602-4.634.151-.192.373-.309.6-.397.473-.183.89-.514 1.212-.924a9.042 9.042 0 012.861-2.4c.723-.384 1.35-.956 1.653-1.715a4.498 4.498 0 00.322-1.672V3a.75.75 0 01.75-.75 2.25 2.25 0 012.25 2.25c0 1.152-.26 2.243-.723 3.218-.266.558-.107 1.282.725 1.282h3.126c1.026 0 1.945.694 2.054 1.715.045.422.068.85.068 1.285a11.95 11.95 0 01-2.649 7.521c-.388.482-.987.729-1.605.729H14.23c-.483 0-.964-.078-1.423-.23l-3.114-1.04a4.501 4.501 0 00-1.423-.23h-.777zM2.331 10.977a11.969 11.969 0 00-.831 4.398 12 12 0 00.52 3.507c.26.85 1.084 1.368 1.973 1.368H4.9c.445 0 .72-.498.523-.898a8.963 8.963 0 01-.924-3.977c0-1.708.476-3.305 1.302-4.666.245-.403-.028-.959-.5-.959H4.25c-.832 0-1.612.453-1.918 1.227z"/>
+                        </svg>
+                        Yes
+                    </button>
+                    <button class="feedback-btn" data-feedback="no">
+                        <svg viewBox="0 0 24 24" fill="currentColor">
+                            <path d="M15.73 5.25h1.035A7.465 7.465 0 0118 9.375a7.465 7.465 0 01-1.235 4.125h-.148c-.806 0-1.534.446-2.031 1.08a9.04 9.04 0 01-2.861 2.4c-.723.384-1.35.956-1.653 1.715a4.498 4.498 0 00-.322 1.672V21a.75.75 0 01-.75.75 2.25 2.25 0 01-2.25-2.25c0-1.152.26-2.243.723-3.218C7.74 15.724 7.366 15 6.748 15H3.622c-1.026 0-1.945-.694-2.054-1.715A12.134 12.134 0 011.5 12c0-2.848.992-5.464 2.649-7.521C4.537 3.997 5.136 3.75 5.754 3.75H9.77a4.5 4.5 0 011.423.23l3.114 1.04a4.5 4.5 0 001.423.23zM21.669 14.023c.536-1.362.831-2.845.831-4.398 0-1.22-.182-2.398-.52-3.507-.26-.85-1.084-1.368-1.973-1.368H19.1c-.445 0-.72.498-.523.898.591 1.2.924 2.55.924 3.977a8.958 8.958 0 01-1.302 4.666c-.245.403.028.959.5.959h1.053c.832 0 1.612-.453 1.918-1.227z"/>
+                        </svg>
+                        No
+                    </button>
+                </div>
+                <div class="feedback-options">
+                    <div class="feedback-more">
+                        <a href="https://github.com/aws/sagemaker-python-sdk/issues/new" target="_blank" class="feedback-github-link">
+                            Create GitHub Issue
+                        </a>
+                    </div>
+                </div>
+                <div class="feedback-thanks">Thank you for your feedback!</div>
+            </div>
+        `;
+
+        article.insertAdjacentHTML('beforeend', feedbackHTML);
+
+        // Add click handlers
+        const feedbackBtns = document.querySelectorAll('.feedback-btn');
+        const thanksMessage = document.querySelector('.feedback-thanks');
+        const feedbackOptions = document.querySelector('.feedback-options');
+
+        feedbackBtns.forEach(btn => {
+            btn.addEventListener('click', function() {
+                const feedback = this.dataset.feedback;
+
+                // Remove selected class from all buttons
+                feedbackBtns.forEach(b => b.classList.remove('selected'));
+
+                // Add selected class to clicked button
+                this.classList.add('selected');
+
+                if (feedback === 'yes') {
+                    // Hide options and show thanks
+                    feedbackOptions.style.display = 'none';
+                    thanksMessage.style.display = 'block';
+
+                    // Send positive feedback
+                    if (typeof gtag !== 'undefined') {
+                        gtag('event', 'page_feedback', {
+                            'feedback_value': 'positive',
+                            'page_location': window.location.href
+                        });
+                    }
+                } else {
+                    // Show GitHub link for negative feedback
+                    feedbackOptions.style.display = 'block';
+                    thanksMessage.style.display = 'none';
+                }
+            });
+        });
+    }
+});
diff --git a/docs/api/index.rst b/docs/api/index.rst
@@ -0,0 +1,13 @@
+API Reference
+=============
+
+Complete API documentation for SageMaker Python SDK V3.
+
+.. toctree::
+   :maxdepth: 2
+   :caption: API Reference
+
+   sagemaker_core
+   sagemaker_train
+   sagemaker_serve
+   sagemaker_mlops
diff --git a/docs/api/sagemaker_core.rst b/docs/api/sagemaker_core.rst
@@ -0,0 +1,60 @@
+SageMaker Core
+==============
+
+Core SageMaker resources and utilities for managing AWS SageMaker services.
+
+.. currentmodule:: sagemaker.core
+
+Core Resources
+--------------
+
+.. automodule:: sagemaker.core.resources
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Session Management
+------------------
+
+.. automodule:: sagemaker.core.session_settings
+   :members:
+   :undoc-members:
+
+Configuration
+-------------
+
+.. automodule:: sagemaker.core.config_schema
+   :members:
+   :undoc-members:
+
+Processing
+----------
+
+.. automodule:: sagemaker.core.processing
+   :members:
+   :undoc-members:
+
+Transformers
+------------
+
+.. automodule:: sagemaker.core.transformer
+   :members:
+   :undoc-members:
+
+Utilities
+---------
+
+.. automodule:: sagemaker.core.common_utils
+   :members:
+   :undoc-members:
+
+.. automodule:: sagemaker.core.image_uris
+   :members:
+   :undoc-members:
+
+Exceptions
+----------
+
+.. automodule:: sagemaker.core.exceptions
+   :members:
+   :undoc-members: