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Deep Learning: Advanced NLP and RNNs, is the name of a video training package in the field of machine learning and artificial intelligence and in the branch of deep learning (Deep Learning). The course in front of you, as an advanced course in the field of deep learning, deals with complex and specialized issues. In this course you will learn Natural Language Processing using Sequence-to-sequence (seq2seq), Attention, CNNs, RNNs and network memory. According to the publisher of this training course, by observing this training course, you will achieve a higher level of thinking.
By watching this course, you will be able to design a text classification system to detect spam, analyze existing vulnerabilities and similar problems. Also, by watching this training course, you will learn how to build various other systems, such as building a memory network.
Dear students, by observing and learning this training course, you will get acquainted with the concept of deep learning in an advanced way, and you will be able to use this science to build systems with the capability of artificial intelligence. Also, dear students, you will have 62 video training sessions in front of you to view all the sessions and learn the tutorials.
Publisher: Udemy
Instructor: Lazy Programmer Inc.
Level: Advanced
Duration: 08:01:55
Number of lessons: 62 lessons
English language
Welcome
4 lectures
14:58
Review
13 lectures
01:55:19
Bidirectional RNNs
6 lectures
30:46
Sequence-to-sequence models (Seq2Seq)
9 lectures
52:51
Attention
9 lectures
01:04:10
Memory Networks
6 lectures
40:45
Basics Review
3 lectures
17:51
Appendix
12 lectures
02:25:15
Understand what deep learning is for and how it is used
Decent Python coding skills, especially tools for data science (Numpy, Matplotlib)
Preferable to have experience with RNNs, LSTMs, and GRUs
Preferable to have experience with Keras
Preferable to understand word embeddings
After Extract, watch with your favorite Player.
This tutorial has English subtitles.
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