SEMLA 2019 Program
Thursday, May 23, 2019
8:30 – 9:00 | Breakfast (Galerie Rolland) |
9:00 – 9:30 | Welcome messages |
9:30 – 11:00 | Keynotes: What did the last years teach us? (Chairs: Foutse Khomh, Bram Adams, Jinghui Cheng) - Lionel Briand: Functional Safety in ML-Based Systems (slides) - Stephen J. Eglash: Human-Centered AI Systems (slides) - Thomas G. Dietterich: Viewing Machine Learning Through a Software Engineering Lens (slides) |
11:00 – 11:30 | Coffee break |
11:30 – 12:30 | Panel: The Magic Seven, Plus or Minus Two Moderator: Tim Menzies Panelists: Lionel Briand, Thomas G. Dietterich, Stephen J. Eglash |
12:30 – 14:00 | Lunch (Galerie Rolland) |
14:00 – 16:00 | Session: Quality assurance for AI/ML systems (Chairs: Giulio Antoniol, Jinghui Cheng) - Fuyuki Ishikawa: Challenges in Engineering Machine Learning-based Systems: Perceptions and Actions in Japanese Industry (slides) - Amel Bennaceur: ML and SE - Separated by a Common Language (slides) - Lei Ma: Towards Quality Assurance of Deep Learning Systems (slides) - Jie Zhang: Machine Learning Testing (slides) - Giovanni Beltrame: Engineering Robust Swarm Intelligent Systems |
16:00 – 16:15 | Coffee break |
16:15 – 17:45 | Hands-on Session: Metamorphic Testing of Deep Neural Networks Moderators: Houssem Ben Braiek, Lei Ma, Foutse Khomh, Giulio Antoniol |
18:00 – 20:00 | Reception (Galerie Roland) Poster session Chair: Marios Fokaefs |
Friday, May 24, 2019
8:30 – 9:00 | Breakfast (Galerie Rolland) |
9:00 – 11:00 | Session: Industry Perspectives – AI into the trenches (Chairs: Maleknaz Nayebi, Marios Fokaefs) - Tina Yang (SAP): Seeing SEMLA through the eyes of Software Engineers & Architects (slides) - Danny Tarlow (Google Brain) - Mathieu Nayrolles (Ubisoft): Challenges in Building and Operating ML Applications (slides) - Sacha Leprêtre (MILA) |
11:00 – 11:30 | Coffee break |
11:30 – 12:30 | Panel: The industry’s take on SEMLA Moderator: Ahmed E. Hassan Panelists: Masha Krol (Element AI), Bernd Lehnert (SAP), Hiroshi Maruyama (Preferred Networks), Mathieu Nayrolles (Ubisoft), Danny Tarlow (Google Brain) |
12:30 – 14:00 | Lunch (Galerie Rolland) |
14:00 – 16:00 | Session + Discussion: Data, Data, Data? (Chairs: Foutse Khomh, Bram Adams) - Tim Menzies: Data, data, data? (slides) - David Lo: Bugs and Debts in ML Code: Data, Data, Data (slides) - Chakkrit (Kla) Tantithamthavorn - Zhen Ming (Jack) Jiang: An Exploratory Study on Machine Learning Model Stores (slides) - William Benton: Machine learning and discovery with Kubernetes (slides) |
16:00 – 16:20 | Coffee break |
16:20 – 17:00 | Closing Keynote (Chair: Giulio Antoniol) - François Laviolette: Certifying Machine Learing Systems |
17:00 – 17:15 | Wrap up |