הודעה עבור סטודנטים אשר לא הגישו עדיין את הפרוייקט סיום: | |
סטודנטים שלא הגישו עדיין את הפרוייקט סיום צריכים להגיש טופס בקשה להארכת ציון ״לא השלים״ לסמסטר נוסף. את הטופס יש להחתים את המנחה שלכם ולשלוח במייל לתומר או אל קירה אנא עשו זאת בהקדם האפשרי. |
עדכון אחרון ב-22/7/2018, 12:24:22 Last updated on 22/7/2018, 12:24:22 Последняя модификация22/7/2018, 12:24:22 تمت الحتلنة الأخيرة ب-22/7/2018, 12:24:22 |
New Date for Paper milestone | |
The new deadline for milestones on your projects is 14/2 |
עדכון אחרון ב-30/1/2018, 23:45:10 Last updated on 30/1/2018, 23:45:10 Последняя модификация30/1/2018, 23:45:10 تمت الحتلنة الأخيرة ب-30/1/2018, 23:45:10 |
Access to GPU servers: | |
All students who needs access to a GPU server, please send me an email with your IP address: public IP address where you will connect (via ssh) from. It would be best to be logging in from a static IP address that does not change. You can find out the public IP address from web site like http://whatismyipaddress.com. Thanks, Tomer |
פורסם ב-28/1/2018, 11:01:05 Created on 28/1/2018, 11:01:05 Создано28/1/2018, 11:01:05 تم النشر ب-28/1/2018, 11:01:05 |
The tutorial tomorrow is canceled | |
The tutorial tomorrow is canceled. I will be available in my office for questions and help regarding your projects. if you need GPUs to run your models, please send me an email and I will get you access to relevant servers. Tomer |
פורסם ב-22/1/2018, 15:35:23 Created on 22/1/2018, 15:35:23 Создано22/1/2018, 15:35:23 تم النشر ب-22/1/2018, 15:35:23 |
Tutorial tomorrow is canceled | |
The tutorial tomorrow is canceled. I will be available in my office for questions and help regarding your projects. Tomer |
פורסם ב-15/1/2018, 19:18:03 Created on 15/1/2018, 19:18:03 Создано15/1/2018, 19:18:03 تم النشر ب-15/1/2018, 19:18:03 |
Extra reading suggestion: Practical Tensorflow course | |
See Stanford's course: "TensorFlow for Deep Learning Research" - https://web.stanford.edu/class/cs20si/syllabus.html |
פורסם ב-13/1/2018, 20:24:17 Created on 13/1/2018, 20:24:17 Создано13/1/2018, 20:24:17 تم النشر ب-13/1/2018, 20:24:17 |
HW3 - Recursive NNs Published | |
HW3 is now online. submission date is 25/1 23:55 This assignment must be submitted in pairs. We remind you that you only need to submit 2 assignments. If you already done the first 2 assignments then this one is not mandatory. Good luck! Tomer |
פורסם ב-4/1/2018, 15:14:03 Created on 4/1/2018, 15:14:03 Создано4/1/2018, 15:14:03 تم النشر ب-4/1/2018, 15:14:03 |
Dates for final project: | |
Research Idea Proposal - submit at January 7th based on the guidelines in lecture 4 Paper milestone - January 30th based on the guidelines in lecture 4 |
פורסם ב-4/1/2018, 14:04:44 Created on 4/1/2018, 14:04:44 Создано4/1/2018, 14:04:44 تم النشر ب-4/1/2018, 14:04:44 |
Tutorial 7 uploaded | |
Tutorial 7 is available under the material section. In this the tutorial we will go through the overfitting problem, remind how to solve it in classical supervised learning and go to how to solve it Deep models. |
פורסם ב-15/12/2017, 09:25:43 Created on 15/12/2017, 09:25:43 Создано15/12/2017, 09:25:43 تم النشر ب-15/12/2017, 09:25:43 |
Hw2 extension | |
You can submit the assignment until next Sunday (24.12) |
פורסם ב-14/12/2017, 18:08:17 Created on 14/12/2017, 18:08:17 Создано14/12/2017, 18:08:17 تم النشر ب-14/12/2017, 18:08:17 |
Final Project topics suggestions | |
Below are the topics to think about. Each pair should schedule a Skype call or meeting with Kira at the 15th. Scheduling by email. Please fill your details and preferred projects in the following form: https://goo.gl/forms/lw3vV0P0SNUPYZUy1 Project #1: Inline image 2Ranking the best image In e-commerce, one would like to select the best image to represent a product. The goal of this research is to identify, out of a list of images uploaded by sellers, the image that will receive the most amount of clicks (normalized) Project #2: Identifying duplicate queries or questions We would like to identify which queries or questions are similar. Quara has released a large dataset of duplicate questions: Inline image 4https://www.kaggle.com/c/quora-question-pairs Can we identify duplicate questions using deep learning? it would be of interest to identify this using generating potential answers. Project #3: Identifying duplicate products One of the main issues of a commerce site it to have a consistent catalogue without product duplications. We would like to build an embedding of products in query-space. We would like to use the queries that "land" on products to use them to build word2vec representations of the products. Evaluation will be done on eBay product duplicate datasets. Project #4: Identify important aspects We would like to be able to extract important attributes from text describing a product. But what are the really important identifiers of a product? we would like to performed aspect extraction from text. As input, you will receive queries and text and the label would come from the attributes most filled in by the sellers Project #5: Generating Product Descriptions We would like to automatically generate a product descriptions given its image and descriptions. The idea would be to use a seq-seq model for such generation given several aspects as input. |
פורסם ב-9/12/2017, 14:44:29 Created on 9/12/2017, 14:44:29 Создано9/12/2017, 14:44:29 تم النشر ب-9/12/2017, 14:44:29 |
HW2 Published | |
HW2 is now online. submission date is 15/12 23:55 This assignment must be submitted in pairs. For any questions about the assignment feel free to ask me. My Email address: uTomer.golanyatgmail.com Good luck! Tomer |
פורסם ב-29/11/2017, 16:43:47 Created on 29/11/2017, 16:43:47 Создано29/11/2017, 16:43:47 تم النشر ب-29/11/2017, 16:43:47 |
Tutorial this week is canceled | |
The Tutorial on Tuesday 28/11 is canceled. |
פורסם ב-26/11/2017, 11:58:51 Created on 26/11/2017, 11:58:51 Создано26/11/2017, 11:58:51 تم النشر ب-26/11/2017, 11:58:51 |
Tutorial 4 uploaded | |
We will do an introduction to Tensorflow framework and I will show an example of an implementation of a feed-forward NN . |
פורסם ב-18/11/2017, 23:30:39 Created on 18/11/2017, 23:30:39 Создано18/11/2017, 23:30:39 تم النشر ب-18/11/2017, 23:30:39 |
Tutorial 3 uploaded | |
Tutorial 3 is available under the material section. In this the tutorial we will go through the word2vec model and how it is implemented in details, and also learn about Glove representation. I will upload a final version tomorrow. |
פורסם ב-12/11/2017, 15:30:18 Created on 12/11/2017, 15:30:18 Создано12/11/2017, 15:30:18 تم النشر ب-12/11/2017, 15:30:18 |
Lecture next week is canceled | |
The lecture on Sunday 12/11 is canceled. Tutorial on Tuesday will be held as usual. |
פורסם ב-9/11/2017, 12:33:02 Created on 9/11/2017, 12:33:02 Создано9/11/2017, 12:33:02 تم النشر ب-9/11/2017, 12:33:02 |
HW1 Published | |
HW1 is now online. submission date is 21/11 23:55 This assignment must be submitted in pairs. For any questions about the assignment feel free to ask me. My Email address: uTomer.golanyatgmail.com Good luck! Tomer |
פורסם ב-7/11/2017, 16:40:36 Created on 7/11/2017, 16:40:36 Создано7/11/2017, 16:40:36 تم النشر ب-7/11/2017, 16:40:36 |
pdf of the lecture today is available | |
The pdf of the lecture from today is available under the course material section |
פורסם ב-5/11/2017, 11:48:16 Created on 5/11/2017, 11:48:16 Создано5/11/2017, 11:48:16 تم النشر ب-5/11/2017, 11:48:16 |
Tutorial 2 uploaded | |
The second tutorial is now available under the course material section. The tutorial covers feedforward neural networks and back propagation algorithm. |
פורסם ב-2/11/2017, 14:30:58 Created on 2/11/2017, 14:30:58 Создано2/11/2017, 14:30:58 تم النشر ب-2/11/2017, 14:30:58 |
Tutorial 1 uploaded | |
The first tutorial is now available under the course material section. |
פורסם ב-30/10/2017, 17:03:12 Created on 30/10/2017, 17:03:12 Создано30/10/2017, 17:03:12 تم النشر ب-30/10/2017, 17:03:12 |
There will be no tutorial this week | |
The tutorials will start from next week. The slides of the first tutorial will soon be available at the course material section. |
פורסם ב-23/10/2017, 18:25:08 Created on 23/10/2017, 18:25:08 Создано23/10/2017, 18:25:08 تم النشر ب-23/10/2017, 18:25:08 |