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[ CourseLala.com ] Linkedin - Advanced AI - Transformers For NLP Using Large Language Models
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Transformers have quickly become the go-to architecture for natural language processing (NLP). As a result, knowing how to use them is now a business-critical skill in your AI toolbox. In this course, instructor Jonathan Fernandes walks you through many of the key large language models developed since GPT-3. He presents a high-level overview of GLaM, Megatron-Turing NLG, Gopher, Chinchilla, PaLM, OPT, and BLOOM, relaying some of the most important insights from each model.
Get a high-level overview of large language models, where and how they are used in production, and why they are so important to NLP. Additionally, discover the basics of transfer learning and transformer training to optimize your AI models as you go. By the end of this course, you’ll be up to speed with what’s happened since OpenAI first released GPT-3 as well as the key contributions of each of these large language models.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Learning about Large Language Models.mp4
1.6 MB
~Get Your Files Here !/01 - Introduction/01 - Learning about Large Language Models.srt
1 KB
~Get Your Files Here !/02 - 1. Transformers in NLP/01 - What are large language models.mp4
2.5 MB
~Get Your Files Here !/02 - 1. Transformers in NLP/01 - What are large language models.srt
2.5 KB
~Get Your Files Here !/02 - 1. Transformers in NLP/02 - Transformers in production.mp4
3 MB
~Get Your Files Here !/02 - 1. Transformers in NLP/02 - Transformers in production.srt
2.9 KB
~Get Your Files Here !/02 - 1. Transformers in NLP/03 - Transformers History.mp4
4.8 MB
~Get Your Files Here !/02 - 1. Transformers in NLP/03 - Transformers History.srt
5.3 KB
~Get Your Files Here !/03 - 2. Training Transformers and Their Architecture/01 - Transfer learning.mp4
11.5 MB
~Get Your Files Here !/03 - 2. Training Transformers and Their Architecture/01 - Transfer learning.srt
10.9 KB
~Get Your Files Here !/03 - 2. Training Transformers and Their Architecture/02 - Transformer Architecture overview.mp4
2.8 MB
~Get Your Files Here !/03 - 2. Training Transformers and Their Architecture/02 - Transformer Architecture overview.srt
2.9 KB
~Get Your Files Here !/03 - 2. Training Transformers and Their Architecture/03 - Self-attention.mp4
3.2 MB
~Get Your Files Here !/03 - 2. Training Transformers and Their Architecture/03 - Self-attention.srt
4.4 KB
~Get Your Files Here !/03 - 2. Training Transformers and Their Architecture/04 - Multi-head attention and Feed Forward Network.mp4
2.3 MB
~Get Your Files Here !/03 - 2. Training Transformers and Their Architecture/04 - Multi-head attention and Feed Forward Network.srt
2.7 KB
~Get Your Files Here !/04 - 3. Large Language Models/01 - GPT-3.mp4
8 MB
~Get Your Files Here !/04 - 3. Large Language Models/01 - GPT-3.srt
8.8 KB
~Get Your Files Here !/04 - 3. Large Language Models/02 - GPT-3 use cases.mp4
13.1 MB
~Get Your Files Here !/04 - 3. Large Language Models/02 - GPT-3 use cases.srt
9.7 KB
~Get Your Files Here !/04 - 3. Large Language Models/03 - Challenges and shortcomings of GPT-3.mp4
8.3 MB
~Get Your Files Here !/04 - 3. Large Language Models/03 - Challenges and shortcomings of GPT-3.srt
8.5 KB
~Get Your Files Here !/04 - 3. Large Language Models/04 - GLaM.mp4
5.7 MB
~Get Your Files Here !/04 - 3. Large Language Models/04 - GLaM.srt
5.2 KB
~Get Your Files Here !/04 - 3. Large Language Models/05 - Megatron-Turing NLG Model.mp4
5.4 MB
~Get Your Files Here !/04 - 3. Large Language Models/05 - Megatron-Turing NLG Model.srt
3.1 KB
~Get Your Files Here !/04 - 3. Large Language Models/06 - Gopher.mp4
10.4 MB
~Get Your Files Here !/04 - 3. Large Language Models/06 - Gopher.srt
9.6 KB
~Get Your Files Here !/04 - 3. Large Language Models/07 - Scaling laws.mp4
5.8 MB
~Get Your Files Here !/04 - 3. Large Language Models/07 - Scaling laws.srt
6.2 KB
~Get Your Files Here !/04 - 3. Large Language Models/08 - Chinchilla.mp4
15.5 MB
~Get Your Files Here !/04 - 3. Large Language Models/08 - Chinchilla.srt
14.6 KB
~Get Your Files Here !/04 - 3. Large Language Models/09 - BIG-bench.mp4
11.5 MB
~Get Your Files Here !/04 - 3. Large Language Models/09 - BIG-bench.srt
8.7 KB
~Get Your Files Here !/04 - 3. Large Language Models/10 - PaLM.mp4
11.4 MB
~Get Your Files Here !/04 - 3. Large Language Models/10 - PaLM.srt
10.9 KB
~Get Your Files Here !/04 - 3. Large Language Models/11 - OPT and BLOOM.mp4
4.3 MB
~Get Your Files Here !/04 - 3. Large Language Models/11 - OPT and BLOOM.srt
4.7 KB
~Get Your Files Here !/05 - Conclusion/01 - Going further with Transformers.mp4
2.8 MB
~Get Your Files Here !/05 - Conclusion/01 - Going further with Transformers.srt