![]() | Study programme 2021-2022 | Français | |
![]() | Advanced Machine Learning and Deep Learning | ||
Programme component of Master's in Mathematics à la Faculty of Science |
| Code | Type | Head of UE | Department’s contact details | Teacher(s) |
|---|---|---|---|---|
| US-M1-SCMATH-058-M | Optional UE | SIEBERT Xavier | F151 - Mathématique et Recherche opérationnelle |
|
| Language of instruction | Language of assessment | HT(*) | HTPE(*) | HTPS(*) | HR(*) | HD(*) | Credits | Weighting | Term |
|---|---|---|---|---|---|---|---|---|---|
| Anglais | 30 | 30 | 0 | 0 | 0 | 5 | 5.00 | 1st term |
| AA Code | Teaching Activity (AA) | HT(*) | HTPE(*) | HTPS(*) | HR(*) | HD(*) | Term | Weighting |
|---|---|---|---|---|---|---|---|---|
| I-MARO-202 | Advanced Machine Learning | 24 | 24 | 0 | 0 | 0 | Q1 | 80.00% |
| I-ILIA-202 | Advanced Deep Learning | 6 | 6 | 0 | 0 | 0 | Q1 | 20.00% |
| Programme component |
|---|
Objectives of Programme's Learning Outcomes
Learning Outcomes of UE
Get familiar with the contemporary methods in machine learning (active learning, reinforcement learning, depp networks) Study these methods within the frameworks of statistical learning theory
Content of UE
active learning, reinforcement learning, deep networks, statistical learning theory
Prior Experience
basic knowledge in data mining / machine learning
python programming
mathematical bases
Type of Assessment for UE in Q1
Q1 UE Assessment Comments
personal work + written exam
Type of Assessment for UE in Q3
Q3 UE Assessment Comments
idem Q1
Type of Resit Assessment for UE in Q1 (BAB1)
Q1 UE Resit Assessment Comments (BAB1)
n/a
Type of Teaching Activity/Activities
| AA | Type of Teaching Activity/Activities |
|---|---|
| I-MARO-202 |
|
| I-ILIA-202 |
|
Mode of delivery
| AA | Mode of delivery |
|---|---|
| I-MARO-202 |
|
| I-ILIA-202 |
|
Required Reading
| AA | |
|---|---|
| I-MARO-202 | |
| I-ILIA-202 |
Required Learning Resources/Tools
| AA | Required Learning Resources/Tools |
|---|---|
| I-MARO-202 | Not applicable |
| I-ILIA-202 | Not applicable |
Recommended Reading
| AA | |
|---|---|
| I-MARO-202 | |
| I-ILIA-202 |
Recommended Learning Resources/Tools
| AA | Recommended Learning Resources/Tools |
|---|---|
| I-MARO-202 | Not applicable |
| I-ILIA-202 | Not applicable |
Other Recommended Reading
| AA | Other Recommended Reading |
|---|---|
| I-MARO-202 | Not applicable |
| I-ILIA-202 | Not applicable |
Grade Deferrals of AAs from one year to the next
| AA | Grade Deferrals of AAs from one year to the next |
|---|---|
| I-MARO-202 | Unauthorized |
| I-ILIA-202 | Unauthorized |