Collection of topics to study and work on in the Machine Learning SIG.
- Advice on applying machine learning
- Curated list of most important papers
- Create Photographic Image Synthesis with Cascaded Refinement Networks
- Active learning ? (wikipedia)
- Transfer learning
| Date | Topic | Presenter |
|---|---|---|
| 04-12-2017 | Deep learning in the Genomics GTCG project | Sonja |
| 18-12-2017 | Dyna Slum: Image Based Classification of Slums, Built-Up and Non-Built-Up Areas in Kalyan and Bangalore, India | Elena |
| 15-01-2018 | Experiences with Active Learning | Erik |
| 29-01-2018 | Emotion recognition project | Vincent & Ben |
| 12-02-2018 | Cancelled (PI celebration day) | N/A |
| 26-02-2018 | Distilling the knowledge in a neural network | Marten Stol, Brain Creators |
| 12-03-2018 | Explainable AI: On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation | Elena |
| 26-03-2018 | CNN architectures: ResNets | video lecture by Stanford University School of Engineering (suggested by Christiaan) |
| 09-04-2018 | "Adversarial Attacks": tricking classifiers into misclassification by subtle adjustments to the input | Atze (topic suggested by Maarten S.) |
| 23-04-2018 | Deep reinforcement networks | video lecture by Stanford university |
| 07-05-2018 | Active learning for social sciences | Utrecht University (suggested by Adrienne) |
| 21-05-2018 | Public holiday | |
| 04-06-2018 | Machine learning in the "Dark Matter" project | Bob Stienen (suggested by Faruk) |
| 18-06-2018 | Capsule networks (tbc) | video lecture by Hinton |
| 02-07-2018 | Capsule networks | video lecture by Geron |
| 16-07-2018 | Spherical CNNs | ICLR'18 conference talk by Taco Cohen |
| 30-07-2018 | PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation | CVPR'17 conference talk by Charles Qi |
| 13-08-2018 | Contemplating on projects affairs | All |
| 10-09-2018 | Population-based Training for Neural Network Meta-Optimization | Conference talk by M Jaderberg |
| 08-10-2018 | Discussing McFly sprint and projects with machine learning | All |
| 05-11-2018 | Discussing DL issues with Hine van Os from Leiden MC | All |
| 19-11-2018 | Delayed Impact of Fair Machine Learning | ICML 2018 conference talk |
| 03-12-2018 | Discussing timeseries datasets for McFly | all |