Notice: This page requires JavaScript to function properly.
Please enable JavaScript in your browser settings or update your browser.Quiz: Conclusion | Conclusion
Introduction to Neural Networks
course content

Conteúdo do Curso

Introduction to Neural Networks

Introduction to Neural Networks

1. Concept of Neural Network
What is a Neural Network?Neural Network StructureWhat is a Neuron?Activation FunctionsForward and Backward PropagationApplications of Deep Learning in the Real World
2. Neural Network from Scratch
Single Neuron ImplementationPerceptron LayersForward PropagationBackward PropagationData PreprocessingModel Training and EvaluationNeural Network with scikit-learn
3. Conclusion
Neural Networks or Traditional ModelsOther types of Neural NetworksChallenge: Manual Hyperparameter TuningChallenge: Automatic Hyperparameter TuningQuiz: ConclusionSummary

bookQuiz: Conclusion

1. A neuron in a neural network typically:
2. A perceptron is:
3. The primary role of Backward Propagation is:
4. Scaling training data:
5. The process of training a neural network primarily involves:
6. TensorFlow and PyTorch are:
7. When would you choose traditional machine learning models over neural networks?
8. Convolutional Neural Networks (CNNs) are primarily used for:
9. Recurrent Neural Networks (RNNs) are best suited for:
10. Which of the following is NOT an advantage of using neural networks?
11. What role does an activation function play in a neuron?
12. Which phase involves calculating the loss and then adjusting the weights backwards through the layers?
13. In the context of neural networks, epochs refer to:
14. An overfitted neural network:
A neuron in a neural network typically:

A neuron in a neural network typically:

Selecione a resposta correta

A perceptron is:

A perceptron is:

Selecione a resposta correta

The primary role of Backward Propagation is:

The primary role of Backward Propagation is:

Selecione a resposta correta

Scaling training data:

Scaling training data:

Selecione a resposta correta

The process of training a neural network primarily involves:

The process of training a neural network primarily involves:

Selecione a resposta correta

TensorFlow and PyTorch are:

TensorFlow and PyTorch are:

Selecione a resposta correta

When would you choose traditional machine learning models over neural networks?

When would you choose traditional machine learning models over neural networks?

Selecione a resposta correta

Convolutional Neural Networks (CNNs) are primarily used for:

Convolutional Neural Networks (CNNs) are primarily used for:

Selecione a resposta correta

Recurrent Neural Networks (RNNs) are best suited for:

Recurrent Neural Networks (RNNs) are best suited for:

Selecione a resposta correta

Which of the following is NOT an advantage of using neural networks?

Which of the following is NOT an advantage of using neural networks?

Selecione a resposta correta

What role does an activation function play in a neuron?

What role does an activation function play in a neuron?

Selecione a resposta correta

Which phase involves calculating the loss and then adjusting the weights backwards through the layers?

Which phase involves calculating the loss and then adjusting the weights backwards through the layers?

Selecione a resposta correta

In the context of neural networks, epochs refer to:

In the context of neural networks, epochs refer to:

Selecione a resposta correta

An overfitted neural network:

An overfitted neural network:

Selecione a resposta correta

Tudo estava claro?

Como podemos melhorá-lo?

Obrigado pelo seu feedback!

Seção 3. Capítulo 5
some-alt