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        <div class="main-header">
            <a href="index.html" class="back-link">← Back to Main Menu</a>
            <h1>Deep Learning Roadmap</h1>
            <p class="subtitle">A detailed roadmap for deep learning</p>
        </div>

        <!-- Basic Section -->
        <div class="section">
            <h2>Basic Level</h2>
            <div class="topic">
                <h3>Mathematics for Deep Learning</h3>
                <p>Essential mathematics like linear algebra, calculus, statistics, probability required to understand neural networks.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://www.khanacademy.org/math/linear-algebra" class="resource" target="_blank">Linear Algebra - Khan Academy</a>
                    <a href="https://www.khanacademy.org/math/calculus-1" class="resource" target="_blank">Calculus - Khan Academy</a>
                </div>
            </div>

            <div class="topic">
                <h3>Programming (Python)</h3>
                <p>Python with libraries like NumPy, Pandas, Matplotlib, and basic programming concepts.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://www.python.org/about/gettingstarted/" class="resource" target="_blank">Python Getting Started</a>
                    <a href="https://numpy.org/doc/stable/user/quickstart.html" class="resource" target="_blank">NumPy Quickstart</a>
                </div>
            </div>

            <div class="topic">
                <h3>Neural Networks Fundamentals</h3>
                <p>Understanding neural network concepts like perceptron, forward/backward propagation, etc.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://www.coursera.org/learn/neural-networks-deep-learning" class="resource" target="_blank">Neural Networks Course</a>
                    <a href="https://www.3blue1brown.com/topics/neural-networks" class="resource" target="_blank">3Blue1Brown Neural Networks</a>
                </div>
            </div>

            <div class="topic">
                <h3>Git & GitHub</h3>
                <p>Git is a version control system for tracking changes in source code. GitHub is a platform for hosting repositories and collaborating on projects.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://git-scm.com/doc" class="resource" target="_blank">Official Git Documentation</a>
                    <a href="https://docs.github.com/en" class="resource" target="_blank">GitHub Docs</a>
                </div>
            </div>
        </div>

        <!-- Beyond Basic Section -->
        <div class="section">
            <h2>Beyond Basic</h2>
            <div class="topic">
                <h3>Deep Learning Frameworks (TensorFlow/PyTorch)</h3>
                <p>Frameworks for building and training deep neural networks.</p>
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                <div class="resources">
                    <a href="https://www.tensorflow.org/tutorials" class="resource" target="_blank">TensorFlow Tutorials</a>
                    <a href="https://pytorch.org/tutorials/" class="resource" target="_blank">PyTorch Tutorials</a>
                </div>
            </div>

            <div class="topic">
                <h3>Convolutional Neural Networks (CNN)</h3>
                <p>A type of neural network specialized for processing visual data.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://www.coursera.org/specializations/convolutional-neural-networks" class="resource" target="_blank">CNN Specialization</a>
                    <a href="https://cs231n.github.io/convolutional-networks/" class="resource" target="_blank">CS231n CNN Guide</a>
                </div>
            </div>

            <div class="topic">
                <h3>Recurrent Neural Networks (RNN/LSTM)</h3>
                <p>A type of neural network specialized for analyzing sequential data.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://www.coursera.org/learn/nlp-sequence-models" class="resource" target="_blank">Sequence Models Course</a>
                    <a href="https://colah.github.io/posts/2015-08-Understanding-LSTMs/" class="resource" target="_blank">Understanding LSTM Networks</a>
                </div>
            </div>

            <div class="topic">
                <h3>Transfer Learning</h3>
                <p>Using pre-trained models to improve performance on new tasks.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://www.tensorflow.org/tutorials/images/transfer_learning" class="resource" target="_blank">TensorFlow Transfer Learning</a>
                    <a href="https://pytorch.org/tutorials/beginner/transfer_learning_tutorial.html" class="resource" target="_blank">PyTorch Transfer Learning</a>
                </div>
            </div>
        </div>

        <!-- Advanced Section -->
        <div class="section">
            <h2>Advanced Level</h2>
            <div class="topic">
                <h3>Generative Adversarial Networks (GANs)</h3>
                <p>Models for generating content like images, audio, etc.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://www.coursera.org/specializations/generative-adversarial-networks" class="resource" target="_blank">GANs Specialization</a>
                    <a href="https://github.com/eriklindernoren/Generative-Adversarial-Networks" class="resource" target="_blank">GANs Implementation</a>
                </div>
            </div>

            <div class="topic">
                <h3>Transformers & NLP</h3>
                <p>Advanced models for natural language processing like BERT, GPT.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://www.deeplearning.ai/short-courses/" class="resource" target="_blank">Transformer Models Course</a>
                    <a href="https://huggingface.co/course" class="resource" target="_blank">Hugging Face Course</a>
                </div>
            </div>

            <div class="topic">
                <h3>Reinforcement Learning</h3>
                <p>A type of ML where an agent learns by interacting with an environment.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://www.coursera.org/specializations/reinforcement-learning" class="resource" target="_blank">RL Specialization</a>
                    <a href="https://spinningup.openai.com/" class="resource" target="_blank">OpenAI Spinning Up</a>
                </div>
            </div>

            <div class="topic">
                <h3>MLOps & Model Deployment</h3>
                <p>Integrating ML with operations using tools like MLflow, Kubeflow, etc.</p>
                <button class="expand-btn">Show Resources</button>
                <div class="resources">
                    <a href="https://mlflow.org/docs/latest/index.html" class="resource" target="_blank">MLflow Documentation</a>
                    <a href="https://kubeflow.org/docs/" class="resource" target="_blank">Kubeflow Documentation</a>
                </div>
            </div>
        </div>
    </div>

    <!-- Full Roadmap Link at the bottom -->
    <a href="https://www.datacamp.com/blog/how-to-learn-deep-learning" class="full-roadmap-link" target="_blank">Full Roadmap Version</a>

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