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Mastering Generative AI: Model Foundations and NLP
This course is part of Generative AI Engineering.
Course Cost
₹ 4,168
Intermediate
Skill Level
2 Weeks
Self-paced lessons
This intermediate-level IBM course equips you with highly sought-after skills in generative AI and natural language processing (NLP) that are driving the AI revolution. With the generative AI market projected to grow 42% annually by 2033, this course positions you at the forefront of an expanding field. You'll learn to implement, train, and evaluate generative AI models for NLP applications like text generation, summarization, translation, and conversational interactions. The curriculum covers essential techniques including document classification, language modeling, and language translation while developing a fundamental understanding of both small and large language models. You'll master methods to convert words to features through one-hot encoding, bag-of-words, embedding, and embedding bags, and implement PyTorch to embed models using word2vec for text data representation. Through hands-on labs, you'll build neural networks for document categorization, explore N-gram language models and sequence-to-sequence models, and evaluate generated text using metrics like BLEU. The practical experience gained implementing document classification with torchtext, training simple language models, and integrating pre-trained embedding models provides job-ready skills that will help you stand out as an AI professional.
English
What you'll learn
Learn to implement, train, and evaluate generative AI models for natural language processing
Master techniques to convert words to features including one-hot encoding, bag-of-words, and embeddings
Build and train neural networks for document classification and categorization
Implement document classification using torchtext in PyTorch with complete pipelines
Develop language models using N-grams and neural networks for text generation
Understand and apply word2vec models for contextual word embeddings
Create sequence-to-sequence models for tasks like language translation
Evaluate the quality of generated text using metrics such as BLEU
Skills you'll gain
This course includes:
PreRecorded video
Graded quizzes,4 labs,Practice quizzes
Access on Mobile, Tablet, Desktop
Limited Access access
Shareable certificate
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Fee Structure
Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: Generative AI Engineering
Payment options
Financial Aid
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Faculties
These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.
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Frequently asked Questions
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