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This course introduces the key concepts and algorithms from the areas of information retrieval, data mining and knowledge bases, which constitute the foundations of today's web-based distributed information systems.

### Final Exam:
<!-- ### Final Exam:
The final exam will take place on **01 Feb. 2023 from 15:00 to 18:00** in rooms **CE 1515** and **CE 6**.
-->


### Midterm:
The midterm will take place during the exercises session on **27 Oct. 2022 from 12:15 to 13:00** in rooms: CM3 (where the lectures are taking place) and CM1105 (this room will be used if there are no available spots in CM3).

<!-- ### Midterm: -->
<!-- The midterm will take place during the exercises session on **27 Oct. 2022 from 12:15 to 13:00** in rooms: CM3 (where the lectures are taking place) and CM1105 (this room will be used if there are no available spots in CM3).
-->
<!-- The exam will be performed online on your laptop, with Internet access. **No communication using messaging, social media, email, or similar tools is allowed**. You can use your notes or any materials from the lecture during the exam. -->

<!-- It is **strongly recommended** to do the exercises, as the final exam will be similar to those.
Expand All @@ -22,47 +22,47 @@ The midterm will take place during the exercises session on **27 Oct. 2022 from

| Platform | Description |
|:---------|:-----------|
In-class & Zoom | **Thursdays [10:15-12:00]**: Live Webinar, QnA, In-Lecture Quizzes [[link](https://epfl.zoom.us/j/66237387610)] |
In-class | **Thursdays [12:15-13:00]**: In-person Exercise Session |
SwitchTube | Recorded Lectures [[link](https://tube.switch.ch/channels/PH1KLlGUsX)] |
Ed Forum | QnA [[link](https://edstem.org/eu/courses/90/discussion/)] |
Moodle | Mock Midterm, Mock Quizzes, Final Exam | [[link](http://moodle.epfl.ch/course/view.php?id=4051)]
Lecture | **Thursdays [10:15-12:00]**: Live Webinar, QnA, In-Lecture Quizzes [[link](https://epfl.zoom.us/j/66237387610)] |
Lab session | **Thursdays [12:15-13:00]** |
Mediaspace | Recorded Lectures [[link (TBA)]()] |
Ed Forum | QnA [[link (TBA)]()] |
Moodle | Mock Midterm, Mock Quizzes, Final Exam | [[link (TBA)]()]



## Schedule

| Date | Exam | Area | Material |
|:---------:|:-----------:|:----------------------------|:-------------------------------------------------------------------|
| 22/09 | - | Introduction | Course Information - Overview [[slides][1p]] |
| 29/09 | - | Information Retrieval | Basic Text Retrieval Models [[slides][2p], [lab][2l]] |
| 06/10 | - | | Probabilistic Retrieval and Relevance Feedback [[slides][3p], [lab][3l]] |
| 13/10 | - | | Indexing and Distributed retrieval [[slides][4p], [lab][4l]] |
| 20/10 | - | | Latent Semantic Indexing [[slides][5p], [lab][5l]] |
| 27/10 | **Midterm** | | Word Embeddings [[slides][6p], [lab][6l]] |
| 3/11 | - | Data Mining | Link-based Ranking [[slides][7p], [lab][7l]] |
| 10/11 | - | | Graph Mining [[slides][8p], [lab][8l]] |
| 17/11 | - | | Document Classification [[slides][9p], [lab][9l]] |
| 24/11 | - | | Recommender Systems [[slides][10p], [lab][10l]] |
| 1/12 | - | From Documents to Knowledge | Association Rules [[slides][11p], [lab][11l]] |
| 8/12 | - | | Semantic Web [[slides][12p], [lab][12l]] |
| 15/12 | **Quiz** | | Entity and Information Extraction [[slides][13p], [lab][13l]] |
| 22/12 | - | Review | Inference for Knowledge Graphs [[slides][14p], [lab][14l]] |


### Exercises Session format (In-person):
| Week | Date | Exam (TBA) | Area | Material |
|:----:|:---------:|:-----------:|:----------------------------|:-------------------------------------------------------------------|
| 1 | 21/09 | - | | Course overview [[slides][1p]] |
| 2 | 28/09 | - | Information Retrieval | Basic Information Retrieval |
| 3 | 05/10 | - | | Embedding techniques |
| 4 | 12/10 | - | | Embedding techniques|
| 5 | 19/10 | - | Recommender Systems | Recommender Systems |
| 6 | 26/10 | - | Information Extraction | Named Entity Recognition |
| 7 | 2/11 | - | | Document Classification |
| 8 | 9/11 | - | | Knowledge Representation |
| 9 | 16/11 | - | | Information Extraction |
| 10 | 23/11 | - | | Taxonomy induction |
| 11 | 30/11 | - | Graph Analytics | Link-based Ranking |
| 12 | 7/12 | - | | Knowledge Inferences |
| 13 | 14/12 | - | Data Indexing and mining | Indexing for Information retrival |
| 14 | 21/12 | - | | Association Rule Mining |


<!-- ### Exercises Session format (In-person):
- TAs will provide a small discussion over the **last week's exercises**, answering any questions and explaining the solutions. _(10-15mins)_
- TAs will present **this week's exercise**. _(5mins)_
- Students will be solving this week's exercises and TAs will provide answers and clarification if needed.
_**Note**: Please make sure you have already done the setup prerequisites to run the coding parts of the exercises. You can find the instructions [here](https://github.com/LSIR/DIS/tree/master/Exercises/setup)._
_**Note**: Please make sure you have already done the setup prerequisites to run the coding parts of the exercises. You can find the instructions [here](https://github.com/LSIR/DIS/tree/master/Exercises/setup)._ -->

## Continuous Evaluation
<!-- ## Continuous Evaluation
We will offer one programming midterm and one quiz, which will be similar to questions you will find in the final exam. These intermediate exams **will be graded**.
The final exam will consist of multiple-choice questions, one theoretical question, and one programming task. Throughout the semester you will have examples of such questions and tasks in the weekly exercises. We also provide mock exams and quizzes from previous years: [2019 Midterm Exam](https://github.com/LSIR/DIS/blob/master/Extras/2019-Midterm), [2018 Quizzes](https://github.com/LSIR/DIS/blob/master/Extras/2018-Quizzes), [2018 Final Exam](https://github.com/LSIR/DIS/blob/master/Extras/2018-Final).

-->

## Communication Guidelines

Expand All @@ -76,12 +76,12 @@ The final exam will consist of multiple-choice questions, one theoretical questi
**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 [Ehsan Mokhtarian](https://people.epfl.ch/ehsan.mokhtarian).
**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).
Please contact us for any organisational questions or questions related to the course content.


[1p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%201
[2p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%202
<!-- [2p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%202
[3p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%203
[4p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%204
[5p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%205
Expand All @@ -93,10 +93,10 @@ Please contact us for any organisational questions or questions related to the c
[11p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%2011
[12p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%2012
[13p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%2013
[14p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%2014
[14p]:https://github.com/LSIR/DIS/blob/master/Lectures/week%2014 -->

<!-- [1l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%201 -->
[2l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%202
<!-- [2l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%202
[3l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%203
[4l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%204
[5l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%205
Expand All @@ -108,4 +108,4 @@ Please contact us for any organisational questions or questions related to the c
[11l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%2011
[12l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%2012
[13l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%2013
[14l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%2014
[14l]:https://github.com/LSIR/DIS/blob/master/Exercises/week%2014 -->

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