StrategyMap.md

mindmap
  root((Deep Learning Learning Path))
    Foundations
      Mathematics
        Linear Algebra
        Calculus
        Probability & Statistics
      Programming
        Python
        NumPy / Pandas
        Visualization (Matplotlib, Seaborn)
    Core Concepts
      Perceptrons
      Activation Functions
      Loss Functions
      Gradient Descent & Backpropagation
      Regularization (Dropout, L2, BatchNorm)
    Artificial Neural Networks (ANNs)
      MLP (Multi-Layer Perceptron)
      Architectures
        Input Layer
        Hidden Layers
        Output Layer
      Training
        Optimization (SGD, Adam)
        Overfitting vs Underfitting
      Applications
        Tabular Data
        Regression
        Classification
    Convolutional Neural Networks (CNNs)
      Concepts
        Convolutions
        Pooling
        Padding & Stride
      Architectures
        LeNet
        AlexNet
        VGG
        ResNet
        EfficientNet
      Applications
        Image Classification
        Object Detection (YOLO, Faster R-CNN)
        Image Segmentation (U-Net, Mask R-CNN)
    Recurrent Neural Networks (RNNs)
      Basics
        Sequence Modeling
        Vanishing/Exploding Gradients
      Architectures
        Simple RNN
        LSTM
        GRU
      Applications
        NLP (Sentiment Analysis, Text Generation)
        Speech Recognition
        Time Series Forecasting
    Transformers
      Attention Mechanism
      Encoder-Decoder Models
      BERT
      GPT
      Applications
        Language Translation
        Chatbots
        Summarization
    Advanced Topics
      Generative Models
        Variational Autoencoders (VAEs)
        GANs
      Reinforcement Learning
      Unsupervised Learning
    Implementation
      Frameworks
        TensorFlow
        PyTorch
      Deployment
        ONNX
        TensorRT
        Model Serving
    Ethics & Society
      Bias & Fairness
      Explainable AI
      Privacy
      Sustainability

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