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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-t359.28000000000003 | And we're doing this for massed LL. | 359.28 | 363.36 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t361.72 | So MLM, right? | 361.72 | 366.52 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t363.36 | So we're training using MLM. | 363.36 | 369.56 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t366.52000000000004 | So we want Roberta for massed LL. | 366.52 | 374.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t369.56 | And we initialize our model using that Roberta for massed LL | 369.56 | 375.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t374.12 | object. | 374.12 | 377.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t375.08000000000004 | And we just pass in our config. | 375.08 | 379 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t377.48 | And this will... | 377.48 | 382.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t379.0 | That's right there, initialize our Roberta model. | 379 | 387.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t382.92 | So that's a plain Roberta model, randomly initialized weights, | 382.92 | 389.6 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t387.76 | and so on. | 387.76 | 393.52 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t389.6 | And now we can move on to setting up everything | 389.6 | 395 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t393.52000000000004 | for training. | 393.52 | 395.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t395.0 | So we have our model. | 395 | 400.04 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t395.88 | Now we need to prepare a few things before we train it. | 395.88 | 403.04 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t400.04 | First thing is we need to decide which device we're | 400.04 | 403.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t403.04 | going to be training on. | 403.04 | 407.44 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t403.92 | So whether that's CPU or a CUDA-enabled GPU. | 403.92 | 411.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t407.44 | And to figure out if we have that, we write... | 407.44 | 416.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t411.24 | Well, we can write torch CUDA is available. | 411.24 | 417.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t416.92 | So write this. | 416.92 | 419.84 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t417.76 | And for me, it is. | 417.76 | 423.2 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t419.84000000000003 | So the typical way that you would decide whether you're | 419.84 | 428.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t423.2 | using CUDA or CPU or the typical line of code that will decide it | 423.2 | 434.52 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t428.28000000000003 | for you is you write device and you do torch.CUDA, | 428.28 | 437.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t434.52 | or torch device, sorry. | 434.52 | 440.56 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t437.88 | And then you write CUDA inside here. | 437.88 | 449.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t440.56 | If it's available, otherwise we are going to use torch device CPU. | 440.56 | 453.4 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t449.12 | Now, CPU takes... | 449.12 | 456.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t453.4 | Yeah, it's just takes a really long time. | 453.4 | 463.72 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t456.76 | So if you are using CPU, you have to leave it overnight, | 456.76 | 464.72 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t463.72 | for sure. | 463.72 | 466.32 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t464.72 | Maybe even longer. | 464.72 | 471.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t466.32 | Even if it's just like a little bit of data, it takes so long. | 466.32 | 474.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t471.12 | So but hopefully you have a GPU. | 471.12 | 477.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t474.28 | If not, just you're going to have to be patient. | 474.28 | 478.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t477.24 | That's all. | 477.24 | 482.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t478.76 | Or if you could maybe try and use Google Colab, | 478.76 | 485.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t482.88 | but you have to use a premium version because otherwise it's | 482.88 | 489.52 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t485.92 | just going to shut off after like an hour or two. | 485.92 | 490.04 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t489.52 | I don't know. | 489.52 | 490.96 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t490.03999999999996 | I don't really use it. | 490.04 | 496.04 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t490.96 | So I don't know how long it will train for before just deciding | 490.96 | 496.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t496.04 | that it's done. | 496.04 | 499.64 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t496.88 | And the GPU is also not that good anyway. | 496.88 | 503.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t499.64000000000004 | So, yeah. | 499.64 | 506.84 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t503.08000000000004 | However, you can do it. | 503.08 | 511.96 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t506.84000000000003 | And then after that, we want to move our model to our device. | 506.84 | 516.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t511.96000000000004 | So whether it's GPU or CPU, we move over there. | 511.96 | 519.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t516.12 | We're going to get a really big output now. | 516.12 | 521.16 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t519.12 | So it's just our model. | 519.12 | 523.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t521.16 | So this is like the structure of our model. | 521.16 | 524.84 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t523.08 | So we can see a few interesting things. | 523.08 | 527.52 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t524.84 | We've got Roberta for MLM. | 524.84 | 529.56 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t527.52 | We have the Roberta model. | 527.52 | 531.52 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t529.5600000000001 | And then inside that we have our embeddings. | 529.56 | 534.4 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t531.52 | And then we have our 12. | 531.52 | 535.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t534.4 | Did I say 12? | 534.4 | 537.16 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t535.2800000000001 | I think it was six. | 535.28 | 538.96 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t537.1600000000001 | Six encoders should be. | 537.16 | 539.44 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t538.96 | Yeah. | 538.96 | 541.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t539.44 | So it goes from 0 to 5. | 539.44 | 542.52 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t541.48 | It's our six. | 541.48 | 544.8 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t542.52 | And then we have the outputs here. | 542.52 | 547.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t544.8000000000001 | And then our final bit, which is the language modeling | 544.8 | 549.6 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t547.9200000000001 | head, the MLM head. | 547.92 | 551.16 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t549.6 | So that's cool. | 549.6 | 554 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t551.1600000000001 | Now we need our optimizer. | 551.16 | 559.88 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t554.0 | So from transformers, import AdamW, | 554 | 562.8 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t559.88 | which is Adam with weight and decay. | 559.88 | 566.2 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t562.8 | And what we're going to do is just | 562.8 | 568.6 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t566.2 | going to activate the training mode of our model. | 566.2 | 572.68 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t568.6 | It's going to give us loads of output again. | 568.6 | 574.64 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t572.68 | So just, yeah. | 572.68 | 575.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t574.64 | You know what? | 574.64 | 578.64 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t575.24 | Maybe I can just, let's just remove that. | 575.24 | 579.24 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t578.64 | There we go. | 578.64 | 580.36 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t579.24 | Easier. | 579.24 | 585.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t580.36 | And then our optimizer is going to be AdamW. | 580.36 | 589.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t585.12 | We need to pass in our model parameters. | 585.12 | 590.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t589.28 | And we need a learning rate. | 589.28 | 595.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t590.48 | So from, I mean, I don't usually use Roberta. | 590.48 | 601.48 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t595.08 | But looking online, this looks like a reasonable learning | 595.08 | 601.96 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t601.48 | rate. | 601.48 | 605.4 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t601.96 | I think you can go from sort of here to, I think, | 601.96 | 608.92 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t605.4 | from what I remember down to like here. | 605.4 | 610.28 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t608.92 | That's the sort of typical range. | 608.92 | 612.64 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t610.28 | But obviously, it's going to depend on how much data | 610.28 | 613.2 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t612.64 | you have. | 612.64 | 614.84 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t613.1999999999999 | And we don't want to do that. | 613.2 | 617.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t614.8399999999999 | How much data you have and loads of different things, right? | 614.84 | 623.32 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t617.76 | So that's what I'm going to go with. | 617.76 | 627.8 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t623.3199999999999 | And that should be pretty much it. | 623.32 | 630.44 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t627.8 | So that's our setup. | 627.8 | 633.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t630.4399999999999 | Now we're just going to create our training loop. | 630.44 | 638.6 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t633.0799999999999 | Now for the training loop, we want to import TQDM. | 633.08 | 641.76 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t638.6 | So we can see how far through we are. | 638.6 | 647.6 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t645.32 | We're going to train for two epochs. | 645.32 | 652.08 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t647.6 | And we're going to initialize our loop object using TQDM. | 647.6 | 656.12 |
Training and Testing an Italian BERT - Transformers From Scratch #4 | 2021-07-06 13:00:03 UTC | https://youtu.be/35Pdoyi6ZoQ | 35Pdoyi6ZoQ | UCv83tO5cePwHMt1952IVVHw | 35Pdoyi6ZoQ-t652.08 | So TQDM. | 652.08 | 658.32 |