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Advanced Machine Learning, Neural Networks, and NLP · LearnSpace
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Advanced Machine Learning, Neural Networks, and NLP

Курс от John Wiley & Sons
Продвинутый≈ 5.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course explores advanced machine learning techniques, neural networks, and natural language processing (NLP), all of which are critical in today’s data-driven world. Mastery of these skills enables professionals to solve complex problems in areas such as AI, automation, and big data analytics. By diving deep into supervised learning, neural networks, and NLP, learners will enhance their ability to create sophisticated models and systems capable of handling large-scale, unstructured data. These skills are highly valued in industries like finance, healthcare, and technology. What makes this course unique is its balance between theoretical knowledge and practical, hands-on application. You will not only grasp the underlying algorithms but also learn how to implement them in real-world projects, enhancing your ability to apply machine learning and NLP to solve real challenges. This course is ideal for data scientists, machine learning engineers, and AI researchers looking to expand their expertise. A background in basic machine learning concepts and programming is recommended for the best experience. This course is part three of a three-course Specialization designed to provide a comprehensive learning pathway in this subject area. While it delivers standalone value and practical skills, learners seeking a more integrated and in-depth progression may benefit from completing the full Specialization. From CompTIA DataX Study Guide Copyright © 2024 by John Wiley & Sons, Inc. All rights, including for text and data mining, AI training, and similar technologies, are reserved. Used by arrangement with John Wiley & Sons, Inc.

Навыки, которые вы освоите

Model OptimizationComputer VisionText MiningNatural Language ProcessingSupervised LearningDeep LearningApplied Machine LearningLogistic RegressionAdvanced AnalyticsConvolutional Neural NetworksArtificial Intelligence and Machine Learning (AI/ML)Data ScienceStatistical Machine LearningMachine LearningData ProcessingArtificial Neural NetworksMachine Learning AlgorithmsImage AnalysisDecision Tree LearningMachine Learning Methods

Программа курса

4 модулей · 33 учебных материалов

01Supervised Machine Learning9 материалов

Lesson 1

Supervised Machine Learning - Overview VideoВидеоIntroductionЧтениеRegularizationЧтениеLogistic RegressionЧтение

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Wiley Skills Network

Преподаватель курса

Advanced Machine Learning, Neural Networks, and NLP
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 5.2 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский

Часть программы вашего университета
Linear Discriminant AnalysisЧтение
Decision NodesЧтение
BaggingЧтение
Exam EssentialsЧтение
Supervised Machine Learning FundamentalsЗадание
02Neural Networks and Deep Learning8 материалов

Lesson 1

Neural Networks and Deep Learning - Overview VideoВидеоIntroductionЧтениеThreshold Activation FunctionЧтениеBatch NormalizationЧтениеOne-Shot, Zero-Shot, and Few-Shot LearningЧтениеGenerative Adversarial NetworksЧтениеExam EssentialsЧтениеNeural Networks and Deep Learning FundamentalsЗадание
03Natural Language Processing8 материалов

Lesson 1

Natural Language Processing - Overview VideoВидеоIntroductionЧтениеLanguage UnderstandingЧтениеStemmingЧтениеData Augmentation AugmentersЧтениеFloat-Valued Weighted VectorЧтениеGloVeЧтениеFundamentals of Natural Language ProcessingЗадание
04Specialized Applications of Data Science8 материалов

Lesson 1

Specialized Applications of Data Science - Overview VideoВидеоIntroductionЧтениеConstraintsЧтениеReal World ScenarioЧтениеComputer VisionЧтениеNoise ReductionЧтениеTexturesЧтениеExploring Advanced Data Science ApplicationsЗадание