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Results tagged with comparison
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user 32861
For questions that involve the comparison of two AI concepts, terms or expressions. An example of such a question is: how does machine learning compare to deep learning?
3
votes
Accepted
What are the differences between TensorFlow and PyTorch?
TensorFlow was developed by Google and is based on Theano (Python library), while Facebook developed PyTorch using the Torch library. Both frames are useful and have a great community behind them. Bot …
- 789
1
vote
1
answer
808
views
When to use Pruning, Quantization , Distillation and others when optimizing speed
I want to understand how to optimize models for inference speed and am seeking some advice and best practices for the same.
I am a little bit aware of the concepts of pruning, quantization, and distil …
- 789
2
votes
1
answer
177
views
When to use NLP, NLG and NLU in conversation agents?
I had read some blogs (like 1, 2 or 3) about what the difference between all three of them is. I am trying to build an open domain conversation agent using natural language AI. That agent can do casua …
- 789
3
votes
What are the differences between seq2seq and encoder-decoder architectures?
Yes, you may have read tutorials or texts using interchangeably because of close relationships, but actually, there is a subtle distinction.
Encoder-Decoder: It contains two main components Encoder an …
- 789
13
votes
1
answer
5k
views
What is the difference between one-shot learning, transfer learning and fine tuning?
Lately, there are lots of posts on one-shot learning. I tried to figure out what it is by reading some articles. To me, it looks like similar to transfer learning, in which we can use pre-trained mode …
- 789