CMU 10-414/714: Deep Learning Systems
Learning how to implement a MLsys like pytorch
CMU 10-414/714: Deep Learning Systems
Course Info
DLsys is an excellent open source introduction course to machine learning system. In this course, you are going to build a toy MLsys called needle from scratch to implement the modules like pytorch.
Lecturer: Tianqi Chen, Personal Website
Course Website/Lectures
Assignments
I’ve completed hw0-2, which are the foundational parts for a dlsys:
hw0: Requirements, Solution
hw1: Requirements, Solution
Completed Forward Pass Operators, Topological Sort, Automatic Backward Propagation, …
- hw2: Requirements, Solution
Completed several nn.Module like modules, like initialization, loss, activations, layer norm, …
Later assignments has been suspended since I joined a research group.
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