Deep Learning Certification Program

Course Curriculum

• Week 1: Introduction to Deep Learning, AI history, Motivation, Applications
• Week 2: Artificial Neural Networks, Perceptron, Activation Functions, Forward/Backward Propagation
• Week 3: Deep Neural Networks, Loss Functions, Regularization
• Week 4: TensorFlow & Keras Basics, Sequential & Functional API, TFLearn
• Week 5: PyTorch Fundamentals, Building Models, MNIST Example
• Week 6: Optimization Techniques: SGD, Momentum, AdaGrad, RMSProp, Adam
• Week 7: Convolutional Neural Networks, CNN Architecture, ResNet, Pooling
• Week 8: Transfer Learning, Pretrained Models, Practical Implementation
• Week 9: Object Detection (YOLO), Dataset Prep, TensorFlow Lite Conversion
• Week 10: Recurrent Neural Networks (RNN, LSTM, GRU), Transformers, BERT, Autoencoders, Capstone Projects

Course Pricing

Deep Learning Certification

Duration: 10 Weeks

£499

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