Udemy - Modern NLP for AI Engineers and Data Scientists

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Udemy - Modern NLP for AI Engineers and Data Scientists

Torrent Contents Size: 2.7 GB

Udemy - Modern NLP for AI Engineers and Data Scientists
Bonus Resources.txt
TXT
102.4 B
Get Bonus Downloads Here.url
URL
204.8 B
~Get Your Files Here !
1 - NLP Foundations Revisited Engineer View
1. 1 1 What Makes NLP Different from Other ML Domains.mp4
MP4
80.7 MB
10 - NLP Pipelines System Design
11 - Beyond LLMs Hybrid NLP Systems
12 - Ethics, Bias Responsible NLP
2 - Text Preprocessing Linguistic Pipelines
3 - SECTION 3 Feature Engineering for Classical NLP
10. 3 2 TF-IDF Statistical Weighting.mp4
MP4
82 MB
11. 3 3 Feature Selection for Text.mp4
MP4
79.4 MB
12. 3 4 Classical NLP Models.mp4
MP4
67.9 MB
13. Hands on Lab Model Evaluation.html
HTML
11.6 KB
4 - Word Representations Distributional Semantics
14. 4 1 Distributional Hypothesis.mp4
MP4
69.8 MB
15. 4 2 Static Word Embeddings.mp4
MP4
52 MB
16. 4 3 Embedding Geometry.mp4
MP4
70.3 MB
17. 4 4 Limitations of Static Embeddings.mp4
MP4
69.4 MB
18. Hands on Lab Visualization Exercise.html
HTML
11.7 KB
5 - Sequence Modeling for NLP
19. 5 1 Sequence Learning Fundamentals.mp4
MP4
59.6 MB
20. 5 2 Recurrent Neural Networks.mp4
MP4
62.9 MB
21. 5 3 LSTM GRU for NLP.mp4
MP4
71.1 MB
22. 5 4 Bidirectional Models.mp4
MP4
60.6 MB
23. Hands on Lab.html
HTML
11.2 KB
6 - Attention Transformer Fundamentals Pre-LLM
24. 6 1 Attention Mechanism.mp4
MP4
64.9 MB
25. 6 2 Transformer Architecture.mp4
MP4
75.3 MB
26. 6 3 Why Transformers Replaced RNNs.mp4
MP4
66.2 MB
27. 6 4 Transformer Use Without LLMs.mp4
MP4
66.3 MB
28. Hands-On Lab Architecture Reasoning Exercise.html
HTML
14.2 KB
7 - Contextual Embeddings Representation Learning
29. 7 1 Contextual Embeddings.mp4
MP4
71.2 MB
30. 7 2 Encoder-Only Models.mp4
MP4
52.5 MB
31. 7 3 Sentence Document Embeddings.mp4
MP4
58.9 MB
32. 7 4 Embedding Evaluation.mp4
MP4
74.6 MB
33. Applied Embedding Lab Evaluation Task.html
HTML
13.3 KB
8 - NLP Tasks in Practice
34. 8 1 Text Classification.mp4
MP4
59.6 MB
35. 8 2 Named Entity Recognition NER.mp4
MP4
63.8 MB
36. 8 3 Text Similarity Semantic Search.mp4
MP4
62.8 MB
37. 8 4 Topic Modeling.mp4
MP4
68 MB
38. End-to-End Hands-On Mini Projects.html
HTML
12.6 KB
9 - Information Retrieval Search Systems
39. 9 1 Classical IR.mp4
MP4
64.7 MB
40. 9 2 Vector Search Semantic Retrieval.mp4
MP4
49.4 MB
41. 9 3 Hybrid Search Systems.mp4
MP4
54.8 MB
42. System-Level Hands-On Lab.html
HTML
13.8 KB
9. 3 1 Bag-of-Words N-grams.mp4
MP4
78.6 MB
4. 2 1 Text Cleaning in Production.mp4
MP4
54 MB
5. 2 2 Tokenization Strategies.mp4
MP4
64.7 MB
6. 2 3 Stemming vs Lemmatization.mp4
MP4
59.5 MB
7. 2 4 Sentence Segmentation Parsing Basics.mp4
MP4
65.3 MB
8. Hands on Lab.html
HTML
14.5 KB
51. 12 1 Bias in Text Data.mp4
MP4
56.6 MB
52. 12 2 Fairness Explainability.mp4
MP4
59.2 MB
53. 12 3 Privacy-Aware NLP.mp4
MP4
63.7 MB
54. Scenario-Based Audit Policy Exercises.html
HTML
14.4 KB
47. 11 1 When NOT to Use LLMs.mp4
MP4
44.9 MB
48. 11 2 LLM Classical NLP.mp4
MP4
53.2 MB
49. 11 3 Failure Modes in LLM-Centric NLP.mp4
MP4
52 MB
50. Case-Study Design Decision Exercises.html
HTML
13.6 KB
43. 10 1 End-to-End NLP Pipelines.mp4
MP4
52.2 MB
44. 10 2 NLP in Microservices.mp4
MP4
42.9 MB
45. 10 3 Evaluation Monitoring.mp4
MP4
55.5 MB
46. System Design Architecture Exercises.html
HTML
13.4 KB
2. 1 2 Text as Data.mp4
MP4
73.8 MB
3. 1 3 NLP Problem Taxonomy.mp4
MP4
68.9 MB

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