Main Challenges of Machine Learning and how to tackle them?
Challenges for Machine Learning In this Article. we will be talking about the challenges of machine learning. As everything comes with some challenges packed with it, Machine Learning is no exception. As the main task is to select a learning algorithm and train it over data. The thing that might go wrong is either the " bad data " or " bad algorithm " Let start with bad data Low Quantity of Data for training For humans, if we have to classify between two new things given to us. we just have to see some of the examples and then, we are ready to go. But for Machine it's not quite easy task as the machine doesn't have a super talented brain like us. We may need thousands or even millions of images for complex problems ( unless we reuse another existing model ). Nonrepresentative Training data In order to make a good model. it is important for data to represent all the cases that can be possible. For example, if we train a model to predict the gender of a...
