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[FreeCourseSite.com] Udemy - Data Science Transformers for Natural Language Processing
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2023-3-27 15:35
2024-12-21 04:42
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3.69 GB
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磁力链接
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Udemy
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Data
Science
Transformers
for
Natural
Language
Processing
文件列表
01 - Welcome/001 Introduction.mp4
34.6MB
01 - Welcome/002 Outline.mp4
50.65MB
02 - Getting Setup/001 Where to get the code and data.mp4
40.57MB
02 - Getting Setup/002 How to use Github & Extra Coding Tips (Optional).mp4
50.83MB
02 - Getting Setup/003 Are You Beginner, Intermediate, or Advanced All are OK!.mp4
26.73MB
03 - Beginner's Corner/001 Beginner's Corner Section Introduction.mp4
49.75MB
03 - Beginner's Corner/002 From RNNs to Attention and Transformers - Intuition.mp4
78.2MB
03 - Beginner's Corner/003 Sentiment Analysis.mp4
53.6MB
03 - Beginner's Corner/004 Sentiment Analysis in Python.mp4
97.04MB
03 - Beginner's Corner/005 Text Generation.mp4
57.1MB
03 - Beginner's Corner/006 Text Generation in Python.mp4
86.34MB
03 - Beginner's Corner/007 Masked Language Modeling (Article Spinner).mp4
67.29MB
03 - Beginner's Corner/008 Masked Language Modeling (Article Spinner) in Python.mp4
67.09MB
03 - Beginner's Corner/009 Named Entity Recognition (NER).mp4
22.02MB
03 - Beginner's Corner/010 Named Entity Recognition (NER) in Python.mp4
70.23MB
03 - Beginner's Corner/011 Text Summarization.mp4
24.15MB
03 - Beginner's Corner/012 Text Summarization in Python.mp4
45.47MB
03 - Beginner's Corner/013 Neural Machine Translation.mp4
28.1MB
03 - Beginner's Corner/014 Neural Machine Translation in Python.mp4
64.1MB
03 - Beginner's Corner/015 Question Answering.mp4
40.1MB
03 - Beginner's Corner/016 Question Answering in Python.mp4
48.15MB
03 - Beginner's Corner/017 Zero-Shot Classification.mp4
30.12MB
03 - Beginner's Corner/018 Zero-Shot Classification in Python.mp4
87.61MB
03 - Beginner's Corner/019 Beginner's Corner Section Summary.mp4
23.18MB
04 - Fine-Tuning (Intermediate)/001 Fine-Tuning Section Introduction.mp4
20.16MB
04 - Fine-Tuning (Intermediate)/002 Text Preprocessing and Tokenization Review.mp4
63.16MB
04 - Fine-Tuning (Intermediate)/003 Models and Tokenizers.mp4
64.57MB
04 - Fine-Tuning (Intermediate)/004 Models and Tokenizers in Python.mp4
84.26MB
04 - Fine-Tuning (Intermediate)/005 Transfer Learning & Fine-Tuning (pt 1).mp4
59.83MB
04 - Fine-Tuning (Intermediate)/006 Transfer Learning & Fine-Tuning (pt 2).mp4
49.31MB
04 - Fine-Tuning (Intermediate)/007 Transfer Learning & Fine-Tuning (pt 3).mp4
56.66MB
04 - Fine-Tuning (Intermediate)/008 Fine-Tuning Sentiment Analysis and the GLUE Benchmark.mp4
58.43MB
04 - Fine-Tuning (Intermediate)/009 Fine-Tuning Sentiment Analysis in Python.mp4
130.77MB
04 - Fine-Tuning (Intermediate)/010 Fine-Tuning Transformers with Custom Dataset.mp4
106.85MB
04 - Fine-Tuning (Intermediate)/011 Hugging Face AutoConfig.mp4
40.86MB
04 - Fine-Tuning (Intermediate)/012 Fine-Tuning with Multiple Inputs (Textual Entailment).mp4
28.42MB
04 - Fine-Tuning (Intermediate)/013 Fine-Tuning Transformers with Multiple Inputs in Python.mp4
56.66MB
04 - Fine-Tuning (Intermediate)/014 Fine-Tuning Section Summary.mp4
15.78MB
05 - Named Entity Recognition (NER) and POS Tagging/001 Token Classification Section Introduction.mp4
35.82MB
05 - Named Entity Recognition (NER) and POS Tagging/002 Data & Tokenizer (Code Preparation).mp4
19.33MB
05 - Named Entity Recognition (NER) and POS Tagging/003 Data & Tokenizer (Code).mp4
42.75MB
05 - Named Entity Recognition (NER) and POS Tagging/004 Target Alignment (Code Preparation).mp4
43.02MB
05 - Named Entity Recognition (NER) and POS Tagging/005 Create Tokenized Dataset (Code Preparation).mp4
18.33MB
05 - Named Entity Recognition (NER) and POS Tagging/006 Target Alignment (Code).mp4
61.64MB
05 - Named Entity Recognition (NER) and POS Tagging/007 Data Collator (Code Preparation).mp4
22.09MB
05 - Named Entity Recognition (NER) and POS Tagging/008 Data Collator (Code).mp4
16.94MB
05 - Named Entity Recognition (NER) and POS Tagging/009 Metrics (Code Preparation).mp4
33.44MB
05 - Named Entity Recognition (NER) and POS Tagging/010 Metrics (Code).mp4
39.33MB
05 - Named Entity Recognition (NER) and POS Tagging/011 Model and Trainer (Code Preparation).mp4
10.79MB
05 - Named Entity Recognition (NER) and POS Tagging/012 Model and Trainer (Code).mp4
22.18MB
05 - Named Entity Recognition (NER) and POS Tagging/013 POS Tagging & Custom Datasets (Exercise Prompt).mp4
21.33MB
05 - Named Entity Recognition (NER) and POS Tagging/014 POS Tagging & Custom Datasets (Solution).mp4
115.13MB
05 - Named Entity Recognition (NER) and POS Tagging/015 Token Classification Section Summary.mp4
8.04MB
06 - Seq2Seq and Neural Machine Translation/001 Translation Section Introduction.mp4
18.2MB
06 - Seq2Seq and Neural Machine Translation/002 Data & Tokenizer (Code Preparation).mp4
24.52MB
06 - Seq2Seq and Neural Machine Translation/003 Data & Tokenizer (Code).mp4
34.12MB
06 - Seq2Seq and Neural Machine Translation/004 Aside Seq2Seq Basics (Optional).mp4
37.06MB
06 - Seq2Seq and Neural Machine Translation/005 Model Inputs (Code Preparation).mp4
32.41MB
06 - Seq2Seq and Neural Machine Translation/006 Model Inputs (Code).mp4
51.41MB
06 - Seq2Seq and Neural Machine Translation/007 Translation Metrics (BLEU Score & BERT Score) (Code Preparation).mp4
19.27MB
06 - Seq2Seq and Neural Machine Translation/008 Translation Metrics (BLEU Score & BERT Score) (Code).mp4
43.32MB
06 - Seq2Seq and Neural Machine Translation/009 Train & Evaluate (Code Preparation).mp4
21.27MB
06 - Seq2Seq and Neural Machine Translation/010 Train & Evaluate (Code).mp4
35.74MB
06 - Seq2Seq and Neural Machine Translation/011 Translation Section Summary.mp4
9.77MB
07 - Transformers and Attention Theory (Advanced)/001 Theory Section Introduction.mp4
17.14MB
07 - Transformers and Attention Theory (Advanced)/002 Basic Self-Attention.mp4
36.97MB
07 - Transformers and Attention Theory (Advanced)/003 Self-Attention & Scaled Dot-Product Attention.mp4
64.27MB
07 - Transformers and Attention Theory (Advanced)/004 Attention Efficiency.mp4
21.56MB
07 - Transformers and Attention Theory (Advanced)/005 Attention Mask.mp4
15.1MB
07 - Transformers and Attention Theory (Advanced)/006 Multi-Head Attention.mp4
33.71MB
07 - Transformers and Attention Theory (Advanced)/007 Transformer Block.mp4
29.5MB
07 - Transformers and Attention Theory (Advanced)/008 Positional Encodings.mp4
29.03MB
07 - Transformers and Attention Theory (Advanced)/009 Encoder Architecture.mp4
25.21MB
09 - Setting Up Your Environment FAQ/001 Anaconda Environment Setup.mp4
52.63MB
09 - Setting Up Your Environment FAQ/002 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
43.61MB
10 - Extra Help With Python Coding for Beginners FAQ/001 How to Code by Yourself (part 1).mp4
71.84MB
10 - Extra Help With Python Coding for Beginners FAQ/002 How to Code by Yourself (part 2).mp4
49.14MB
10 - Extra Help With Python Coding for Beginners FAQ/003 Proof that using Jupyter Notebook is the same as not using it.mp4
69.42MB
11 - Effective Learning Strategies for Machine Learning FAQ/001 How to Succeed in this Course (Long Version).mp4
17.87MB
11 - Effective Learning Strategies for Machine Learning FAQ/002 Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
38.95MB
11 - Effective Learning Strategies for Machine Learning FAQ/003 Machine Learning and AI Prerequisite Roadmap (pt 1).mp4
79.66MB
11 - Effective Learning Strategies for Machine Learning FAQ/004 Machine Learning and AI Prerequisite Roadmap (pt 2).mp4
108.16MB
12 - Appendix FAQ Finale/001 What is the Appendix.mp4
16.37MB
12 - Appendix FAQ Finale/002 BONUS.mp4
37.83MB
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