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Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t0.0 | Hi, welcome to the video. | 0 | 9.36 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t3.0 | So this is the fourth video in a Transformers | 3 | 11.56 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t9.36 | from Scratch mini series. | 9.36 | 15.84 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t11.56 | So if you haven't been following along, | 11.56 | 18.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t15.84 | we've essentially covered what you can see on the screen. | 15.84 | 20.6 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t18.48 | So we got some data. | 18.48 | 23.72 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t20.6 | We built a tokenizer with it. | 20.6 | 25.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t23.72 | And then we've set up our input pipeline | 23.72 | 28.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t25.76 | ready to begin actually training our model, which | 25.76 | 32.36 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t28.48 | is what we're going to cover in this video. | 28.48 | 35.96 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t32.36 | So let's move over to the code. | 32.36 | 39.56 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t35.96 | And we see here that we have essentially everything | 35.96 | 40.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t39.56 | we've done so far. | 39.56 | 48.8 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t40.480000000000004 | So we've built our input data, our input pipeline. | 40.48 | 51.52 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t48.8 | And we're now at a point where we have a data loader, | 48.8 | 54.04 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t51.519999999999996 | PyTorch data loader, ready. | 51.52 | 56.4 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t54.040000000000006 | And we can begin training a model with it. | 54.04 | 61.84 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t56.4 | So there are a few things to be aware of. | 56.4 | 64.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t61.839999999999996 | So I mean, first, let's just have a quick look | 61.84 | 67.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t64.88 | at the structure of our data. | 64.88 | 72.36 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t67.28 | So when we're training a model for mass language modeling, | 67.28 | 74.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t72.36 | we need a few tensors. | 72.36 | 76.04 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t74.12 | We need three tensors. | 74.12 | 80.32 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t76.03999999999999 | And this is for training Roberta, by the way, as well. | 76.04 | 83.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t80.32 | Same thing with Bert as well. | 80.32 | 88.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t83.24 | We have our input IDs, attention mask, and our labels. | 83.24 | 94.2 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t88.75999999999999 | Our input IDs have roughly 15% of their values masked. | 88.76 | 96.64 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t94.19999999999999 | So we can see that here we have these two tensors. | 94.2 | 98.04 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t96.64 | These are the labels. | 96.64 | 102.56 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t98.03999999999999 | And we have the real tokens in here, the token IDs. | 98.04 | 105.2 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t102.56 | And then in our input IDs tensor, | 102.56 | 108.68 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t105.19999999999999 | we have these being replaced with mask tokens, | 105.2 | 110.52 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t108.67999999999999 | the number fours. | 108.68 | 114.44 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t110.52 | So that's the structure of our input data. | 110.52 | 119 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t114.44 | We've created a Torch data set from it | 114.44 | 122.6 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t119.0 | and use that to create a Torch data loader. | 119 | 125.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t122.6 | And with that, we can actually begin | 122.6 | 127.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t125.47999999999999 | setting up our model for training. | 125.48 | 131.72 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t127.75999999999999 | So there are a few things to that. | 127.76 | 134.36 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t131.72 | We can't just begin training straight away. | 131.72 | 136.32 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t134.35999999999999 | So the first thing that we need to do | 134.36 | 140.56 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t136.32 | is create a Roberta config object. | 136.32 | 144 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t140.56 | And the config object is something | 140.56 | 146.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t144.0 | that we use when we're initializing a transformer | 144 | 149.16 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t146.76 | from scratch in order to initialize it | 146.76 | 152.32 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t149.16 | with a certain set of parameters. | 149.16 | 153.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t152.32 | So we'll do that first. | 152.32 | 159.96 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t153.76 | So we want from transformers import Roberta config. | 153.76 | 163.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t159.96 | And to create that config object, we do this. | 159.96 | 167.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t163.08 | So we do Roberta config. | 163.08 | 172.56 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t167.92000000000002 | And then in here, we need to specify different parameters. | 167.92 | 177.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t172.56 | Now, one of the main ones is the voc up size. | 172.56 | 180.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t177.12 | Now, this needs to match to whichever voc up size | 177.12 | 186.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t180.48000000000002 | we have already created in our tokenizer | 180.48 | 187.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t186.08 | when we're initializing it. | 186.08 | 191.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t187.88 | In our tokenizer, when building our tokenizer. | 187.88 | 201.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t191.48 | So I mean, for me, if I go all the way up here to here, | 191.48 | 203.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t201.28 | this is where I created the tokenizer. | 201.28 | 206.36 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t203.92 | I can see, OK, it's this number here. | 203.92 | 209.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t206.35999999999999 | So 30,522. | 206.36 | 213.2 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t209.24 | So I'm going to set that. | 209.24 | 218.64 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t213.2 | But if you don't have that, you can just write tokenizer voc | 213.2 | 219.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t218.64 | up size. | 218.64 | 222.2 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t219.92 | So here. | 219.92 | 224.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t222.2 | And that will return your voc up size. | 222.2 | 226.64 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t224.23999999999998 | So I mean, let's replace that. | 224.24 | 228.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t226.64 | We'll do this. | 226.64 | 235.64 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t228.88 | Now, as well as that, we want to also set this. | 228.88 | 239.72 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t235.64 | So max position embedding. | 235.64 | 246.68 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t239.72 | And this needs to be set to your max length plus two | 239.72 | 247.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t246.68 | in this case. | 246.68 | 251.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t247.28 | So max length is set up here. | 247.28 | 253.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t251.12 | So where is it? | 251.12 | 256 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t253.24 | Max length here, 512. | 253.24 | 259.96 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t256.0 | Plus two because we have these added special tokens. | 256 | 263.2 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t259.96 | If we don't do that, we'll end up with a index error | 259.96 | 268.56 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t263.2 | because we're going beyond the embedding limits. | 263.2 | 270.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t268.56 | Now we want our hidden size. | 268.56 | 274.72 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t270.24 | So this is the size of the vectors | 270.24 | 277.84 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t274.72 | that our embedding layers within Roberta will create. | 274.72 | 284.16 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t277.84 | So each token, so we have 514 or 12 tokens. | 277.84 | 289.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t284.16 | And each one of those will be signed a vector of size 768. | 284.16 | 290.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t289.24 | This is the typical number. | 289.24 | 296.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t290.76 | So that's the originally came from the BERT based model. | 290.76 | 301.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t296.08 | Then we set up the architecture of the internals of the model. | 296.08 | 304.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t301.76 | So we want the number of attention heads, | 301.76 | 307.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t304.88 | which I'm going to set to 12. | 304.88 | 314.4 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t307.08 | And also the number of hidden layers, which I... | 307.08 | 318.72 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t314.4 | So the default for this is for Roberta, 12. | 314.4 | 324.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t318.71999999999997 | But I'm going to go with six for the sake of keeping train | 318.72 | 326.96 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t324.12 | times a little shorter. | 324.12 | 334.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t326.96 | Now we also need to add type, vocab, size, which is just one. | 326.96 | 337.4 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t334.28000000000003 | So that's the different token types that we have. | 334.28 | 338.36 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t337.4 | We just have one. | 337.4 | 341.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t338.36 | Don't need to worry about that. | 338.36 | 347.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t341.76 | OK, so that's our configuration object ready. | 341.76 | 352.04 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t347.92 | And we can import and initialize a Roberta model with that. | 347.92 | 353.72 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t352.04 | So we went from transformers. | 352.04 | 356.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t353.72 | This is kind of similar to what we usually do. | 353.72 | 359.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t356.88000000000005 | Import Roberta. | 356.88 | 361.72 |