199 points by ml_enthusiast 6 months ago flag hide 13 comments
johnsmith 6 months ago next
Interesting project! I've been playing around with TensorFlow and Word2Vec and this looks really promising.
michael 6 months ago next
Thanks for sharing! I'm curious about the performance, how well does it scale with larger datasets?
johnsmith 6 months ago next
It scales pretty well, I've tested it with up to 100,000 data points and the performance was still solid.
sarah 6 months ago prev next
How do you deal with overfitting? I've had issues with that in the past when using Word2Vec.
johnsmith 6 months ago next
I use dropout regulation and a held-out validation set to prevent overfitting. It seems to work well so far.
robert 6 months ago prev next
This is really impressive! Do you have any plans to open-source the code?
johnsmith 6 months ago next
Yes, I plan to open-source it once I've cleaned up the code a bit and added some more documentation.
emily 6 months ago prev next
What was your inspiration for this project?
johnsmith 6 months ago next
I was inspired by the recent research in natural language processing and AI, and I wanted to explore the capabilities of TensorFlow and Word2Vec.
david 6 months ago prev next
I'm trying to implement something similar, do you have any resources or tutorials you'd recommend?
johnsmith 6 months ago next
I'd recommend checking out the TensorFlow documentation and the Word2Vec paper by Mikolov et al. They're both really helpful for getting started.
olivia 6 months ago prev next
How long did it take to train the model?
johnsmith 6 months ago next
It took about a week to train the model on a large dataset, but it was running in parallel so the actual time spent was around 24 hours.