Deep Learning detail syllabus for Computer Science Engineering (CSE), 2019-20 scheme is taken from AKTU official website and presented for AKTU students. The course code (RCS-086), and for exam duration, Teaching Hr/Week, Practical Hr/Week, Total Marks, internal marks, theory marks, and credits do visit complete sem subjects post given below.
For all other cse 8th sem syllabus for b.tech 2019-20 scheme aktu you can visit CSE 8th Sem syllabus for B.Tech 2019-20 Scheme AKTU Subjects. For all other Departmental Elective-6 subjects do refer to Departmental Elective-6. The detail syllabus for deep learning is as follows.
Unit I
For the complete syllabus, results, class timetable and more kindly download iStudy. It’s a lightweight, easy to use, no images, no pdfs platform to make student’s life easier.
Unit II
DEEP NETWORKS : History of Deep Learning-A Probabilistic Theory of Deep Learning-Backpropagation and regularization, batch normalization-VC Dimension and Neural Nets-Deep Vs Shallow Networks-Convolutional Networks-Generative Adversarial Networks (GAN), Semisupervised Learning
Unit III
DIMENTIONALITY REDUCTION-9 Linear (PCA, LDA) and manifolds, metric learning-Auto encoders and dimensionality reduction in networks-Introduction to Convnet-Architectures-AlexNet, VGG, Inception, ResNet-Training a Convnet: weights initialization, batch normalization, hyperparameter optimization
Unit IV
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Unit V
CASE STUDY AND APPLICATIONS :Imagenet-Detection-Audio WaveNet-Natural Language Processing Word2Vec-Joint Detection-Bioinformatics-Face Recognition-Scene UnderstandingGathering Image Captions
Reference Books:
- Cosma Rohilla Shalizi, Advanced Data Analysis from an Elementary Point of View, 2015.
- Deng & Yu, Deep Learning: Methods and Applications, Now Publishers, 2013.
- Ian Goodfellow, Yoshua Bengio, Aaron Courville, Deep Learning, MIT Press, 2016.
- Michael Nielsen, Neural Networks and Deep Learning, Determination Press, 2015.
For detail syllabus of all other subjects of B.Tech Cse, 2019-20 regulation do visit Cse 8th Sem syllabus for 2019-20 Regulation.
Don’t forget to download iStudy for the latest syllabus, results, class timetable and more.