lectures-all
Central repository for all lectures on deep learning at UPC ETSETB TelecomBCN.
Our modules
We have grouped our lectures in the following tracks:
- Architectures
- Training
- Learning Paradigms
- Generative Models
- Reinforcement Learning
- Computer Vision
- Natural Language Processing
- Speech Processing
- Multimodal Learning
- Hands on DNN
Our study programs
- IDL - Introduction to Deep Learning. UPC TelecomBCN. [2018] [2019] [2020]
- DLAI - Deep Learning for Artificial Intelligence. UPC TelecomBCN. [2017] [2018] [2019] [2020]
- DLR - Deep and Reinforcement Learning. UPC TelecomBCN. [2020]
- AIDL - Artificial Intelligence with Deep Learning. UPC School. [2019] [Online] [Onsite]
- DLCV - Deep Learning for Computer Vision UPC TelecomBCN. [2016] [2017] [2018] [2019]
- NLPDL - Natural Language Processing with Deep Learning. UPC TelecomBCN. [2019]
- DLSL - Deep Learning for Speech and Language UPC TelecomBCN. [2017] [2018]
- DLV - Deep Learning for Video. Master in Computer Vision Barcelona. [2018] [2019]
- DLMM - Deep Learning for Multimedia. Insight Dublin City University 2017. [2017] [2018]
- MMDL - Multimodal Deep Learning. MMM, Thessaloniki, Grrece 2019.
- Amaia Salvador and Santiago Pascual. "Hands on Keras and TensorFlow". Persontyle 2017.
- Santiago Pascual. "RNN & GANs in PyTorch". UPC TelecomBCN 2017.
Guest lecturers
| Lecturer | Institution | Course |
|---|---|---|
| Àgata Lapedriza | UOC - MIT | DLCV 2017 |
| Elisenda Bou | Vilynx | DLCV 2017 |
| Joan Serrà | Telefonica R&D | DLSL 2017 IDL 2018 |
| Jordi Pons | UPF MTG | DLSL 2017 DLSL 2018 |
| Oriol Vinyals | Google Deepmind | DLAI 2017 |
| Yannis Kalantidis | Facebook AML | DLAI 2017 |
| Cristian Canton | Facebook AML | DLAI 2017 |
| Amaia Salvador | UPC - MIT | DLAI 2017 |
| Joost van der Weijer | CVC - UAB | DLAI 2017 |
| Carlos Segura | Telefonica R&D | DLSL 2018 |
| Petia Radeva | UB | DLAI 2019 |
| Xavier Gonzalvo | Google AI | DLAI 2019 |