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DL Basic

Neural Networks

  • Biological neuron vs artificial neuron
  • Perceptron
  • Activation functions
  • Forward propagation
  • Backpropagation
  • Loss functions
  • Optimizers

Deep Neural Networks

  • Vanishing gradients
  • Batch normalization
  • Dropout
  • Weight initialization
  • Regularization in DL
  • Introduction to TensorFlow
  • Introduction to PyTorch
  • Building first neural network
  • Training custom models

Natural Language Processing

  • Classical NLP
  • Deep Learning NLP
  • Transformers & LLMs

Computer Vision

  • OpenCV Basics
  • Deep Learning for CV

Model Evaluation

  • Cross-validation
  • Hyperparameter tuning
  • Grid Search
  • Random Search
  • Bayesian Optimization
  • Bias-variance tradeoff

Deep Learning Tutorial

Learn Deep Learning with our comprehensive tutorials

DL Basic

Neural Networks

7 topics →

Deep Neural Networks

9 topics →

Natural Language Processing

3 topics →

Computer Vision

2 topics →

Model Evaluation

6 topics →

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