Description
Deep Learning for NLP, a deep learning course for natural language processing, is published by Udemy Academy. In this course, I will introduce basic deep learning concepts such as multilayer perceptrons, word embeddings, and recurrent neural networks. I will introduce concepts such as decoder attention models, ELMo, GLUE, Transformers, GPT and BERT. In the following, we will introduce concepts such as Sentence Computing and Generative Transformer Models. I will talk about encoder-decoder models in the field of machine translation and how the beam search decoder works. Next, I will talk about the concept of attention. Additionally, I will explain different types of attention such as global attention, local attention, hierarchical attention, and attention for sentence pairs using CNNs as well as LSTMs. We will also talk about visualization of attention. Finally, we will discuss ELMo, a method for using recursive models to compute context-sensitive word embeddings. These concepts form the basis for a good understanding of advanced deep learning models for modern natural language generation, and we explore a wide range of cases in deep learning.
What you will learn
- Deep learning for natural language processing
- Multilayer Perceptrons (MLPs)
- Placement of words
- Recursive models: RNNs, LSTMs, GRUs and variants
- DL for NLP
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Encoder and decoder models, attention models, ELMo
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GLUE, Transformers, GPT, BERT
- And…
Who is this course suitable for?
- Beginners in Deep Learning
- Python developers interested in data science concepts
Details of Deep Learning for NLP course
- Publisher: Udemy
- teacher : Manish Gupta
- English language
- Education level: Intermediate
- Number of courses: 189
- Training duration: 33 hours and 11 minutes
Chapters of the Deep Learning for NLP course
Part 1
Part 2
Part 3
Part 4
Part 5
Part 6
Part 7
Part 8
Part 9
Part 10
Course prerequisites
- Basics of machine learning
Pictures
Sample video
Installation guide
After Extract, view with your favorite Player.
English subtitle
Quality: 720p
download link
Part 1
Part 2
Part 3
Download part 2 – 420 MB
Part 4
Download part 1 – 1 GB
Part 5
Download part 2 – 395 MB
Part 6
Download part 1 – 1 GB
Download part 2 – 213 MB
Part 7
Download part 1 – 1 GB
Download part 2 – 1 GB
Download part 3 – 771 MB
Part 8
Download part 1 – 1 GB
Download part 2 – 8 MB
Part 9
Download part 1 – 1 GB
Download part 2 – 148 MB
Part 10
Download part 1 – 1 GB
Download part 2 – 1 GB
Download part 3 – 79 MB
File(s) password: www.downloadly.ir
Size
14.14 GB
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