AB
5.0评论日期：Dec 29, 2024
This course gives me a wide picture of what transformers can be.
The narration is poor. Instead of an expert lecturer, a narrator reads the text without understanding its meaning. Many fundamental terms are left unexplained.
Generative AI Language Modeling with Transformers
This course provides a practical introduction to using transformer-based models for natural language processing (NLP) applications. You will learn to build and train models for text classification using encoder-based architectures like Bidirectional Encoder Representations from Transformers (BERT), and explore core concepts such as positional encoding, word embeddings, and attention mechanisms. The course covers multi-head attention, self-attention, and causal language modeling with GPT for tasks like text generation and translation. You will gain hands-on experience implementing transformer models in PyTorch, including pretraining strategies such as masked language modeling (MLM) and next sentence prediction (NSP). Through guided labs, you’ll apply encoder and decoder models to real-world scenarios. This course is designed for learners interested in generative AI engineering and requires prior knowledge of Python, PyTorch, and machine learning. Enroll now to build your skills in NLP with transformers!
状态：Text Mining
状态：Generative AI
中级课程小时
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MA
5.0评论日期：Jan 17, 2025
Exceptional course and all the labs are industry related
PA
4.0评论日期：Nov 4, 2025
Excellent course to understand about AI/ML/GenAI. The videos are not very detailed and just the right amount to skim through the details.
VB
4.0评论日期：Nov 16, 2024
need assistance from humans, which seems lacking though a coach can give guidance but not to the extent of human touch.
RR
4.0评论日期：Oct 10, 2024
Once again, great content and not that great documentation (printable cheatsheets, no slides, etc). Documentation is essential to review a course content in the future. Alas!
RR
5.0评论日期：Sep 1, 2025
I loved this course. It is very informative and has a lot of examples. It will take some time to master all this information.
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Ohad Horowitz
1.0
评论日期：Feb 2, 2025Deleted Account
4.0
评论日期：Oct 22, 2024It is an excellent specialisation, except the pace of the speaker is very fast. It is difficult to understand, and it sounds very artificial.
Alexandre Tutelaire
5.0
评论日期：Feb 22, 2025Fantastic class but it takes WAY MORE TIME than what is reported, unless you just don't do the labs or casually read them high level. Going in-depth in the labs and doing the necessary work to understand all key concepts, and codes, will take you easily 3-4x more times depending on your current level of expertise. Example: a lab of 30 minutes has a length of 15 A4 pages when you print it. Now imagine all these pages contain key notions & codes. Superb class, but required time is highly underestimated (like most of the IBM Generative AI Engineering certification).
raul vigo rivas
4.0
评论日期：Oct 11, 2024Once again, great content and not that great documentation (printable cheatsheets, no slides, etc). Documentation is essential to review a course content in the future. Alas!
XUETING WANG
4.0
评论日期：Dec 2, 2024Good content but I truly cannot understand...
vikky bhai
4.0
评论日期：Nov 17, 2024need assistance from humans, which seems lacking though a coach can give guidance but not to the extent of human touch.
Makhlouf Mahmoud
5.0
评论日期：Apr 6, 2025Great course! Clear explanations, solid structure, and just the right mix of theory and hands-on content. Thanks to Dr. Joseph Santarcangelo, Fateme Akbari, and Kang Wang for making complex concepts so accessible. Really enjoyed it and learned a lot about transformers and GenAI!
GILBERTO PEÑA NUR
5.0
评论日期：Oct 30, 2025Contenido útil, completo y bien organizado, con coach virtual ,material y laboratorios de gran ayuda para la comprensión de los modelos
Robert Rosu
5.0
评论日期：Sep 1, 2025I loved this course. It is very informative and has a lot of examples. It will take some time to master all this information.
José Luis Cucardo Camayo
5.0
评论日期：Sep 5, 2025Excelente curso IBM, una buena oportunidad para aprener sobre la IA
LO WingChong
5.0
评论日期：Nov 10, 2024Get more familiar with transformer and its application in language
Ana Aguilar Beltrán
5.0
评论日期：Dec 30, 2024This course gives me a wide picture of what transformers can be.
Muhammad Azeem
5.0
评论日期：Jan 17, 2025Exceptional course and all the labs are industry related
Harshit Rq
5.0
评论日期：Jul 25, 2025honestly i learnt a lot
janice Pinnock
5.0
评论日期：Nov 18, 2025its good hope its free
Oscar Leon
5.0
评论日期：Nov 19, 2025Great Course! Thanks
Santanu Ghosh
5.0
评论日期：Jan 14, 2026Good Explanation.
ROSHNI CHATTERJEE
5.0
评论日期：Dec 30, 2025Excellent content
329_SUDIP CHAKRABARTY
5.0
评论日期：Dec 2, 2024Nice Course
Purva Tijare
5.0
评论日期：Jul 26, 2024good.