IEEE Computer Society
| December 2018 | Vol. 41 No. 4 |
IEEE Computer Society
|
Letters |
| Farewell | David Lomet | 1 |
| Letter from the Editor-in-Chief | Haixun Wang | 3 |
| Letter from the Special Issue Editor | Joseph E. Gonzalez | 4 |
Special Issue on Machine Learning Life-cycle Management |
| On Challenges in Machine Learning Model Management |
| Sebastian Schelter, Felix Biessmann, Tim Januschowski, David Salinas, Stephan Seufert, Gyuri Szarvas | 5 |
| MODELDB: Opportunities and Challenges in Managing Machine Learning Models |
| Manasi Vartak, Samuel Madden | 16 |
| ProvDB: Provenance-enabled Lifecycle Management of Collaborative Data Analysis Workflows |
| Hui Miao, Amol Deshpande | 26 |
| Accelerating the Machine Learning Lifecycle with MLflow |
| Matei Zaharia, Andrew Chen, Aaron Davidson, Ali Ghodsi, Sue Ann Hong,Andy Konwinski, |
| Siddharth Murching, Tomas Nykodym, Paul Ogilvie, Mani Parkhe, Fen Xie, Corey Zumar | 39 |
| From the Edge to the Cloud: Model Serving in ML.NET |
| Yunseong Lee, Alberto Scolari, Byung-Gon Chun, Markus Weimer, Matteo Interlandi | 46 |
| Report from the Workshop on Common Model Infrastructure, ACM KDD 2018 | Chaitanya Baru | 54 |
Conference and Journal Notices |
| ICDE 2019 Conference | 58 |
| TCDE Membership Form | back cover |