ডিপ লার্নিং

• Neuron and Neural Network
  • Artificial Neuron
  • Perceptron
  • Adaline
  • Limitation of Linear Models
  • Neural Networks
  • Multi-Layer Perceptron (MLP)
  • Recurrent Neural Networks
  • History of Neural Networks
• Multilayered Perceptron and Error Backpropagation Algorithms
  • Vanishing Gradient Problem
    
  • ReLU Function
    
  • Weight Initialization
    
  • Overfitting Problem
• Breakthrough in Deep Learning
  
• Convolutional Neural Networks
  • LeNet
  • AlexNet
  • VGGNet
  • GoogleNet
  • ResNet
  • ResNext
  • DenseNet
  • DPN
• Generative Models (stacked RBM, Deep Belief Network)
  • Generative Models in Deep learning
  • Probability Graphical Model
  • Boltzmann Machine
  • Restricted Boltzmann Machine (RBM)
  • Deep Belief Network (DBN)
  • Deep Boltzmann Machine
    
• Generative Adversarial Network (GAN)
  • Deep Boltzmann Machine
    
  • DCGAN
  • BiGAN
• Recurrent Neural Networks
  • Recurrent Neural Networks (RNN)
  • Learning Algorithms for RNN Models
    • Back Propagation Through Time (BPTT)
  • Vanishing Gradient and Exploding Gradient Problems
    • Gradient
  • RNN with Relu Function
    • IRNN
    • np-RNN
    • uRNN
  • Long Short Time Memory (LSTM) RNN
  • Gated Recurrent Unit (GRU) RNN
  • Extension of RNN
    • Deep RNN
    • Deep Bidirectional RNN
    • Deep RNN with Residual Connection
  • Application of RNN
• Autoencoders
  • Training of Autoencoder
  • Denoising Autoencoder
  • Sparse Autoencoder
  • Variational Autoencoder (VAE)
• End-to-End Learning
  • Encoder-Decoder Network
  • Attention Model
• Memory-augmented models
  • Neural Turing Machine
  • Differentiable Neural Computer
  • Others Model
    • Memory Network
    • End-to-End Memory Network
    • Dynamic Memory Network
• Deep Learning Application
  • Natural Language Processing (NLP)
  • Word2Vec
    • CBOW Model
    • Skip-gram Model
    • Hierarchical Softmax
  • Computer Vision (CV)
    • Category Recognition
      • ImageNet Large Scale Visual Recognition Challenge (ILSRVRC)
    • Object Location Detection and Recognition
      • R-CNN
      • YOLO
      • SSD
      • FCN
    • Speech Recognition
      • GMM-HMM
      • DNN-GMM-HMM
      • End-to-End DNN