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“Deep Learning” systems, typified by deep neural networks, are increasingly taking over all AI tasks, ranging from language understanding, and speech and image recognition, to machine translation, planning, and even game playing and autonomous driving. As a result, expertise in deep learning is fast changing from an esoteric desirable to a mandatory prerequisite in many advanced academic settings, and a large advantage in the industrial job market.
In this course we will learn about the basics of deep neural networks, and their applications to various AI tasks. By the end of the course, it is expected that students will have significant familiarity with the subject, and be able to apply Deep Learning to a variety of tasks. They will also be positioned to understand much of the current literature on the topic and extend their knowledge through further study.
http://deeplearning.cs.cmu.edu/ |
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Filename | Size | Filetype |
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CMU_11-785_Intro_Deep_Learning_Spring2019 | 3 GB | Folder |
| F18 Lecture 1 - Introduction to Deep Learning-aPY-KC6zeeI.mp4 | 141.9 MB | Multimedia File |
| F18 Lecture 10 - Recurrent Neural Networks (RNNs) (Part 1)-FgwjF6rCsz8.mp4 | 205.3 MB | Multimedia File |
| F18 Lecture 11 - Recurrent Neural Networks (RNNs) (Part 2)-BZsMQhq74d0.mp4 | 193.2 MB | Multimedia File |
| F18 Lecture 12 - Loss functions and sequence prediction for RNNs-s4QBIBVsW18.mp4 | 204.7 MB | Multimedia File |
| F18 Lecture 2 - The Neural Net as a Universal Approximator-eeq2aG9TKY8.mp4 | 170 MB | Multimedia File |
| F18 Lecture 3 - Neural Network Training-x9rO7U6wA54.mp4 | 162.4 MB | Multimedia File |
| F18 Lecture 4 - Backpropagation-hm_Zg0PgUN8.mp4 | 175.7 MB | Multimedia File |
| F18 Lecture 5 - Backpropagation (cont.)-1XgBMUMAQPU.mp4 | 187.3 MB | Multimedia File |
| F18 Lecture 6 - Optimization Part 1-qpKkBzBZcJ8.mp4 | 115.4 MB | Multimedia File |
| F18 Lecture 7 - Optimization Part 2-m5gRfFsSuS4.mp4 | 163.7 MB | Multimedia File |
| F18 Lecture 8 - Convolutional Neural Networks (Part 1)-rr1vJizA1qE.mp4 | 196.5 MB | Multimedia File |
| F18 Lecture 9 - Convolutional Neural Networks (Part 2)-H2B0TrpDW_M.mp4 | 197.8 MB | Multimedia File |
| F18 Logistics-QrtrF_w2LuY.mp4 | 60.1 MB | Multimedia File |
| F18 Recitation 0 (1_2) - Python Primer-XlaIQ9kljJI.mp4 | 44.6 MB | Multimedia File |
| F18 Recitation 0 (2_2) - Numpy Primer-HL4MTgbZvlg.mp4 | 25.3 MB | Multimedia File |
| F18 Recitation 1 - Amazon Web Services-9_KReiIZwLE.mp4 | 175.6 MB | Multimedia File |
| F18 Recitation 2 - Your First Deep Learning Code-mWPNS4WQ900.mp4 | 117.4 MB | Multimedia File |
| F18 Recitation 4 - Tensorboard and Understanding Data-LcaRZCY1WIA.mp4 | 159.9 MB | Multimedia File |
| F18 Recitation 6 - HW2 Primer-7SEdt9Nw1xU.mp4 | 105.8 MB | Multimedia File |
| F18 Recitation 7- RNNs-Mr5dHOcgD5Q.mp4 | 182.1 MB | Multimedia File |
| F18 Recitation 8 - Connectionist Temporal Classification (CTC)-GxtMbmv169o.mp4 | 30 MB | Multimedia File |
| F18 Recitation 9 - Attention Networks HW4 Primer-aJvw9aBFE70.mp4 | 107 MB | Multimedia File |
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