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Deep Learning and NLP

Diploma in Data science

Explore Deep Learning and NLP as part of Diploma in Data science. Read the syllabus and available chapters online.

Academic programmeDiploma in Data science

LevelDiploma

Reading sections15

SourceLibrary syllabus and chapters

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Deep Learning and NLPSyllabus

Foundations Of Deep Learning And NlpChapter 1

Mathematical And Computational FoundationsChapter 2

Neural Networks And Learning ProcessesChapter 3

Language Data Acquisition And PreparationChapter 4

Text Representation And Language FeaturesChapter 5

Classical Nlp And Baseline ModelsChapter 6

Sequence Models For LanguageChapter 7

Transformers And Pretrained Language ModelsChapter 8

Applied Nlp SystemsChapter 9

Large Language Models And Generative AiChapter 10

Model Evaluation Interpretation And Error AnalysisChapter 11

Deployment Mlops And Production MonitoringChapter 12

Responsible Ai Ethics And GovernanceChapter 13

Business Integration And Emerging DirectionsChapter 14