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Udemy - Modern NLP for AI Engineers and Data Scientists

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Title: UdemyGroup: NOGRPSource: Udemy
Info Hash
F446B1B5C46A02DD1A27EFBCF6B362E81CB95284
Source
Unverified
Total Size
2.66 GB
Total Files
56
Seeders
0
Leechers
1
Health
Score
1
Type
Bookware

File List

FileSize
Get Bonus Downloads Here.url180 B
~Get Your Files Here !/1 - NLP Foundations Revisited Engineer View/1. 1 1 What Makes NLP Different from Other ML Domains.mp480.66 MB
~Get Your Files Here !/1 - NLP Foundations Revisited Engineer View/2. 1 2 Text as Data.mp473.75 MB
~Get Your Files Here !/1 - NLP Foundations Revisited Engineer View/3. 1 3 NLP Problem Taxonomy.mp468.86 MB
~Get Your Files Here !/10 - NLP Pipelines System Design/43. 10 1 End-to-End NLP Pipelines.mp452.17 MB
~Get Your Files Here !/10 - NLP Pipelines System Design/44. 10 2 NLP in Microservices.mp442.9 MB
~Get Your Files Here !/10 - NLP Pipelines System Design/45. 10 3 Evaluation Monitoring.mp455.52 MB
~Get Your Files Here !/10 - NLP Pipelines System Design/46. System Design Architecture Exercises.html13.38 KB
~Get Your Files Here !/11 - Beyond LLMs Hybrid NLP Systems/47. 11 1 When NOT to Use LLMs.mp444.94 MB
~Get Your Files Here !/11 - Beyond LLMs Hybrid NLP Systems/48. 11 2 LLM Classical NLP.mp453.18 MB
~Get Your Files Here !/11 - Beyond LLMs Hybrid NLP Systems/49. 11 3 Failure Modes in LLM-Centric NLP.mp452 MB
~Get Your Files Here !/11 - Beyond LLMs Hybrid NLP Systems/50. Case-Study Design Decision Exercises.html13.58 KB
~Get Your Files Here !/12 - Ethics, Bias Responsible NLP/51. 12 1 Bias in Text Data.mp456.62 MB
~Get Your Files Here !/12 - Ethics, Bias Responsible NLP/52. 12 2 Fairness Explainability.mp459.15 MB
~Get Your Files Here !/12 - Ethics, Bias Responsible NLP/53. 12 3 Privacy-Aware NLP.mp463.73 MB
~Get Your Files Here !/12 - Ethics, Bias Responsible NLP/54. Scenario-Based Audit Policy Exercises.html14.36 KB
~Get Your Files Here !/2 - Text Preprocessing Linguistic Pipelines/4. 2 1 Text Cleaning in Production.mp454.04 MB
~Get Your Files Here !/2 - Text Preprocessing Linguistic Pipelines/5. 2 2 Tokenization Strategies.mp464.67 MB
~Get Your Files Here !/2 - Text Preprocessing Linguistic Pipelines/6. 2 3 Stemming vs Lemmatization.mp459.54 MB
~Get Your Files Here !/2 - Text Preprocessing Linguistic Pipelines/7. 2 4 Sentence Segmentation Parsing Basics.mp465.25 MB
~Get Your Files Here !/2 - Text Preprocessing Linguistic Pipelines/8. Hands on Lab.html14.48 KB
~Get Your Files Here !/3 - SECTION 3 Feature Engineering for Classical NLP/10. 3 2 TF-IDF Statistical Weighting.mp482.05 MB
~Get Your Files Here !/3 - SECTION 3 Feature Engineering for Classical NLP/11. 3 3 Feature Selection for Text.mp479.45 MB
~Get Your Files Here !/3 - SECTION 3 Feature Engineering for Classical NLP/12. 3 4 Classical NLP Models.mp467.9 MB
~Get Your Files Here !/3 - SECTION 3 Feature Engineering for Classical NLP/13. Hands on Lab Model Evaluation.html11.63 KB
~Get Your Files Here !/3 - SECTION 3 Feature Engineering for Classical NLP/9. 3 1 Bag-of-Words N-grams.mp478.61 MB
~Get Your Files Here !/4 - Word Representations Distributional Semantics/14. 4 1 Distributional Hypothesis.mp469.84 MB
~Get Your Files Here !/4 - Word Representations Distributional Semantics/15. 4 2 Static Word Embeddings.mp451.98 MB
~Get Your Files Here !/4 - Word Representations Distributional Semantics/16. 4 3 Embedding Geometry.mp470.28 MB
~Get Your Files Here !/4 - Word Representations Distributional Semantics/17. 4 4 Limitations of Static Embeddings.mp469.42 MB
~Get Your Files Here !/4 - Word Representations Distributional Semantics/18. Hands on Lab Visualization Exercise.html11.69 KB
~Get Your Files Here !/5 - Sequence Modeling for NLP/19. 5 1 Sequence Learning Fundamentals.mp459.63 MB
~Get Your Files Here !/5 - Sequence Modeling for NLP/20. 5 2 Recurrent Neural Networks.mp462.9 MB
~Get Your Files Here !/5 - Sequence Modeling for NLP/21. 5 3 LSTM GRU for NLP.mp471.1 MB
~Get Your Files Here !/5 - Sequence Modeling for NLP/22. 5 4 Bidirectional Models.mp460.56 MB
~Get Your Files Here !/5 - Sequence Modeling for NLP/23. Hands on Lab.html11.18 KB
~Get Your Files Here !/6 - Attention Transformer Fundamentals Pre-LLM/24. 6 1 Attention Mechanism.mp464.87 MB
~Get Your Files Here !/6 - Attention Transformer Fundamentals Pre-LLM/25. 6 2 Transformer Architecture.mp475.3 MB
~Get Your Files Here !/6 - Attention Transformer Fundamentals Pre-LLM/26. 6 3 Why Transformers Replaced RNNs.mp466.21 MB
~Get Your Files Here !/6 - Attention Transformer Fundamentals Pre-LLM/27. 6 4 Transformer Use Without LLMs.mp466.28 MB
~Get Your Files Here !/6 - Attention Transformer Fundamentals Pre-LLM/28. Hands-On Lab Architecture Reasoning Exercise.html14.21 KB
~Get Your Files Here !/7 - Contextual Embeddings Representation Learning/29. 7 1 Contextual Embeddings.mp471.21 MB
~Get Your Files Here !/7 - Contextual Embeddings Representation Learning/30. 7 2 Encoder-Only Models.mp452.45 MB
~Get Your Files Here !/7 - Contextual Embeddings Representation Learning/31. 7 3 Sentence Document Embeddings.mp458.9 MB
~Get Your Files Here !/7 - Contextual Embeddings Representation Learning/32. 7 4 Embedding Evaluation.mp474.61 MB
~Get Your Files Here !/7 - Contextual Embeddings Representation Learning/33. Applied Embedding Lab Evaluation Task.html13.28 KB
~Get Your Files Here !/8 - NLP Tasks in Practice/34. 8 1 Text Classification.mp459.64 MB
~Get Your Files Here !/8 - NLP Tasks in Practice/35. 8 2 Named Entity Recognition NER.mp463.82 MB
~Get Your Files Here !/8 - NLP Tasks in Practice/36. 8 3 Text Similarity Semantic Search.mp462.8 MB
~Get Your Files Here !/8 - NLP Tasks in Practice/37. 8 4 Topic Modeling.mp467.96 MB
~Get Your Files Here !/8 - NLP Tasks in Practice/38. End-to-End Hands-On Mini Projects.html12.64 KB
~Get Your Files Here !/9 - Information Retrieval Search Systems/39. 9 1 Classical IR.mp464.74 MB
~Get Your Files Here !/9 - Information Retrieval Search Systems/40. 9 2 Vector Search Semantic Retrieval.mp449.42 MB
~Get Your Files Here !/9 - Information Retrieval Search Systems/41. 9 3 Hybrid Search Systems.mp454.76 MB
~Get Your Files Here !/9 - Information Retrieval Search Systems/42. System-Level Hands-On Lab.html13.75 KB
~Get Your Files Here !/Bonus Resources.txt70 B

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