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SLEAP: A deep learning system for multi-animal pose tracking
The desire to understand how the brain generates and patterns behavior has driven rapid
methodological innovation in tools to quantify natural animal behavior. While advances in …
methodological innovation in tools to quantify natural animal behavior. While advances in …
tf. data: A machine learning data processing framework
DG Murray, J Simsa, A Klimovic, I Indyk - ar** DNN programs
with intricate control flow logic (eg, loops, branches, and recursion) has become increasingly …
with intricate control flow logic (eg, loops, branches, and recursion) has become increasingly …
Flan: an expressive and efficient datalog compiler for program analysis
Datalog has gained prominence in program analysis due to its expressiveness and ease of
use. Its generic fixpoint resolution algorithm over relational domains simplifies the …
use. Its generic fixpoint resolution algorithm over relational domains simplifies the …
Lima: Fine-grained lineage tracing and reuse in machine learning systems
Machine learning (ML) and data science workflows are inherently exploratory. Data
scientists pose hypotheses, integrate the necessary data, and run ML pipelines of data …
scientists pose hypotheses, integrate the necessary data, and run ML pipelines of data …
Backpropagation with callbacks: Foundations for efficient and expressive differentiable programming
Training of deep learning models depends on gradient descent and end-to-end
differentiation. Under the slogan of differentiable programming, there is an increasing …
differentiation. Under the slogan of differentiable programming, there is an increasing …