Pre-trained models make it easier for beginners to get started with deep learning.
Less Time to Train: Beginners can save a lot of time—up to 80-90%—by using pre-trained models instead of training their own models from scratch. Training a model from the beginning can take days or even weeks!
Lower Costs: Pre-trained models don't need as much powerful computer power. Training a big model might require expensive tools that can cost over $3,000. But with pre-trained models, even smaller computers can do a good job.
Better Results: Pre-trained models can do really well with less data. For example, fine-tuning models like BERT can score over 90% accuracy on certain natural language processing (NLP) tasks.
Learning by Doing: Using pre-trained models helps beginners get hands-on experience. In fact, over 60% of machine learning courses include them to help students learn better.
In short, pre-trained models open the door for more people to try deep learning. They make it easier for beginners to jump into this tricky field and gain valuable skills.
Pre-trained models make it easier for beginners to get started with deep learning.
Less Time to Train: Beginners can save a lot of time—up to 80-90%—by using pre-trained models instead of training their own models from scratch. Training a model from the beginning can take days or even weeks!
Lower Costs: Pre-trained models don't need as much powerful computer power. Training a big model might require expensive tools that can cost over $3,000. But with pre-trained models, even smaller computers can do a good job.
Better Results: Pre-trained models can do really well with less data. For example, fine-tuning models like BERT can score over 90% accuracy on certain natural language processing (NLP) tasks.
Learning by Doing: Using pre-trained models helps beginners get hands-on experience. In fact, over 60% of machine learning courses include them to help students learn better.
In short, pre-trained models open the door for more people to try deep learning. They make it easier for beginners to jump into this tricky field and gain valuable skills.