Foundations
Generation, evaluation, architecture, pretraining, and alignment remain the technical core.
M2 DISS · 2027 edition
MLTA 2027
Machine Learning Techniques and Applications: Foundation Models and Agentic Systems
The next edition is taking shape. The course keeps the same system-level perspective while the timetable and annually rotating frontier topic are confirmed.
View the 2026 courseWhat carries forward
A durable core, reviewed every year.
Systems
Retrieval, agents, training, inference, and serving stay connected through measurable trade-offs.
Frontier
The final topic rotates only when it has clear objectives, credible evaluation, and reproducible evidence.