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Datasets:
jamescalam
/
youtube-transcriptions

Tasks:
Conversational
Question Answering
Text Retrieval
Sub-tasks: open-domain-qa extractive-qa document-retrieval
Languages: English
Multilinguality: monolingual
Size Categories: 10K<n<100K
Language Creators: found
Annotations Creators: no-annotation
Source Datasets: original
Tags: youtube technical speech to text
License: afl-3.0
Dataset card Files Community
Dataset Preview
title (string)published (string)url (string)video_id (string)channel_id (string)id (string)text (string)start (float64)end (float64)
"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