I used to think Deep Learning is difficult before even learning the concept of

neural networks.

3 months into and I can confidently say that it's no different from classical

machine learning.

*Now technicals*

Models such as linear regression, logistic regression, SVMs etc. are trained on

their coefficients, i.e. the training task is to find the optimal values of the

coefficients to minimize some cost function.

Guess what? Neural networks are no different! They are trained on weights and

biases.

During training, the neural network learning algorithm fits various models to

the training data and selects the best model for prediction. The learning

algorithm is trained with a fixed set of hyperparameters - the network structure

(number of layers, number of neurons in the input, hidden and output layers

etc.). It is trained on the weights and the biases, which are the parameters of

the network.

#deeplearning #machinelearning #datascience #learndatascience #neuralnetworks

#classification #artificialintelligence #bigdata #analytics

Posted by Suraaj Hasija on LinkedIn

link: linkedin.com/in/suraajhasija

neural networks.

3 months into and I can confidently say that it's no different from classical

machine learning.

*Now technicals*

Models such as linear regression, logistic regression, SVMs etc. are trained on

their coefficients, i.e. the training task is to find the optimal values of the

coefficients to minimize some cost function.

Guess what? Neural networks are no different! They are trained on weights and

biases.

During training, the neural network learning algorithm fits various models to

the training data and selects the best model for prediction. The learning

algorithm is trained with a fixed set of hyperparameters - the network structure

(number of layers, number of neurons in the input, hidden and output layers

etc.). It is trained on the weights and the biases, which are the parameters of

the network.

#deeplearning #machinelearning #datascience #learndatascience #neuralnetworks

#classification #artificialintelligence #bigdata #analytics

Posted by Suraaj Hasija on LinkedIn

link: linkedin.com/in/suraajhasija