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| | Course overview [[slides][1p], [lecture][1v]] | -| 2 | 28/09 | - | Information Retrieval | Basic Information Retrieval [[slides][2p], [lecture][2v]]| -| 3 | 05/10 | - | | Embedding techniques [[slides][3p], [lecture][3v]] | -| 4 | 12/10 | - | | Embedding techniques [[slides][4p], [lecture][4v]] | -| 5 | 19/10 | - | Recommender Systems | Recommender Systems [[slides][5p], [lecture][5v]] | -| 6 | 26/10 | - | Information Extraction | Named Entity Recognition [[slides][6p], [lecture][6v]] | -| 7 | 2/11 | - | | Document Classification [[slides][7p], [lecture][7v]]| -| 8 | 9/11 | - | | Graph Mining [[slides][8p], [lecture][8v]]| -| 9 | 16/11 | - | | Information Extraction [[slides][9p], [lecture][9v]]| -| 10 | 23/11 | - | | Taxonomy Induction [[slides][10p], [lecture][10v]]| -| 11 | 30/11 | - | Graph Analytics | Link-based Ranking [[slides][11p], [lecture][11v]]| -| 12 | 7/12 | - | | Knowledge Inferences [[slides][12p], [lecture][12v]]| -| 13 | 14/12 | - | Data Indexing and mining | Indexing for Information retrival [[slides][13p], [lecture][13v]]| -| 14 | 21/12 | - | | Association Rule Mining [[slides][14p], [lecture][14v]] | - - - -## Projects [[video](https://mediaspace.epfl.ch/media/Projects+Presenation+%26+Logistics/0_rzxy388h)] -During the semester, you will need to implement 4 graded projects, regarding the following topics: +| 1 | 12/09 | | Course overview | [[slides][1p]] | +| 2 | 19/09 | Information Retrieval | Basic Information Retrieval | +| 3 | 26/09 | | Embedding techniques | +| 4 | 03/10 | | Embedding techniques | +| 5 | 10/10 | | Recommender Systems | +| 6 | 17/10 | | Document Classification | +| 7 | 31/10 | | Link Ranking | +| 8 | 7/11 | Information Extraction | Graph Mining | +| 9 | 14/11 | | Named Entity Recognition | +| 10 | 21/11 | | Knowledge Representation | +| 11 | 28/11 | | Information Extraction | +| 12 | 05/12 | | Knowledge Inferences | +| 13 | 12/12 | | Indexing for Information retrival ]| +| 14 | 19/12 | | Association Rule Mining | + + + +## Projects [[video]()] +During the semester, you will need to implement 2 graded projects, regarding the following topics: - P1: Text Retrieval -- P2: Recommender Systems -- P3: Named Entity Linking -- P4: Relation Extraction +- P2: TBA **Logistics:** -- All 4 projects comprise **50% of the final grade** (12.5% each). -- You will have **3 weeks** to implement and submit each project (please review the detailed schedule per project below). +- All 2 projects comprise **50% of the final grade** (25% each). +- You will have **6 weeks** to implement and submit each project (please review the detailed schedule per project below). - You will have **5 late-days policy** that you can use in any project deadline throughout the semester. - All projects will be implemented in **Python**. - A **2-page report** of each project should be submitted in Moodle. - Details for each project will be released for each project respectively. #### P1: Text Retrieval [[video](https://mediaspace.epfl.ch/media/P1+Presentation/0_8jf49auh/29734)] -Release Date: **25 Sept** +Release Date: **16 Sept** -Presentation Date: **28 Sept**, 12-13:00 (during lab session) +Presentation Date: **19 Sept**, 12-13:00 (during lab session) -Deadline Date: **22 Oct**, 23:59. +Deadline Date: **3 Nov**, 23:59. -#### P2: Recommender Systems -Release Date: **23 Oct** +#### P2: TBA +Release Date: **4 Nov** -Presentation Date: **26 Oct**, 12-13:00 (during lab session)] +Presentation Date: **7 Nov**, 12-13:00 (during lab session)] -Deadline Date: **19 Nov**, 23:59. - -#### P3: Named Entity Linking -Release Date: **20 Nov** - -Presentation Date: **23 Nov**, 12-13:00 (during lab session) - -Deadline Date: **22 Dec**, 23:59. +Deadline Date: **15 Dec**, 23:59. ### Evaluation criteria - **40%:** Results - Metrics [Comparison with baselines] @@ -102,13 +93,13 @@ Exercises are **NOT graded**. We have released exercises for all topics covered Exercises / Lab sessions will be allocated for questions regarding the Projects. -## Final Exam +## Final Exam (TBA) -📅 **Date:** Tuesday, Jan 30 (30.01.2024) + ## Communication Guidelines @@ -123,7 +114,7 @@ Exercises / Lab sessions will be allocated for questions regarding the Projects. **Lecturer**: [Karl Aberer](http://lsir.epfl.ch/aberer). You can contact me anytime by email. If necessary, I will schedule a Zoom meeting to clarify critical questions. -**Teaching assistants**: [Angelika Romanou](https://people.epfl.ch/angelika.romanou), [Negar Foroutan](https://people.epfl.ch/negar.foroutan?lang=en), [Mohammadreza Banaei](https://people.epfl.ch/mohammadreza.banaei?lang=en) and [William Cappelletti](https://people.epfl.ch/william.cappelletti/?lang=en). +**Teaching assistants**: [Angelika Romanou](https://people.epfl.ch/angelika.romanou), [Negar Foroutan](https://people.epfl.ch/negar.foroutan?lang=en), [Beatriz Borges](https://people.epfl.ch/beatriz.borges?lang=en) and [Mete Ismayilzada](https://people.epfl.ch/mahammad.ismayilzada?lang=en). Please contact us for any organisational questions or questions related to the course content.