A reverse-mode automatic differentiation engine and neural network library, in NumPy alone. Spec-first: the tests came before the implementation.

autograd automatic-differentiation deep-learning education from-scratch machine-learning neural-network numpy
8 Open Issues Need Help Last updated: Aug 20, 2026

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help wanted benchmarks no-implementation-needed

A reverse-mode automatic differentiation engine and neural network library, in NumPy alone. Spec-first: the tests came before the implementation.

Python
#autograd#automatic-differentiation#deep-learning#education#from-scratch#machine-learning#neural-network#numpy
documentation good first issue no-implementation-needed

A reverse-mode automatic differentiation engine and neural network library, in NumPy alone. Spec-first: the tests came before the implementation.

Python
#autograd#automatic-differentiation#deep-learning#education#from-scratch#machine-learning#neural-network#numpy
documentation good first issue no-implementation-needed

A reverse-mode automatic differentiation engine and neural network library, in NumPy alone. Spec-first: the tests came before the implementation.

Python
#autograd#automatic-differentiation#deep-learning#education#from-scratch#machine-learning#neural-network#numpy
help wanted milestone

A reverse-mode automatic differentiation engine and neural network library, in NumPy alone. Spec-first: the tests came before the implementation.

Python
#autograd#automatic-differentiation#deep-learning#education#from-scratch#machine-learning#neural-network#numpy
help wanted milestone

A reverse-mode automatic differentiation engine and neural network library, in NumPy alone. Spec-first: the tests came before the implementation.

Python
#autograd#automatic-differentiation#deep-learning#education#from-scratch#machine-learning#neural-network#numpy
help wanted milestone

A reverse-mode automatic differentiation engine and neural network library, in NumPy alone. Spec-first: the tests came before the implementation.

Python
#autograd#automatic-differentiation#deep-learning#education#from-scratch#machine-learning#neural-network#numpy
help wanted milestone

A reverse-mode automatic differentiation engine and neural network library, in NumPy alone. Spec-first: the tests came before the implementation.

Python
#autograd#automatic-differentiation#deep-learning#education#from-scratch#machine-learning#neural-network#numpy
help wanted milestone

A reverse-mode automatic differentiation engine and neural network library, in NumPy alone. Spec-first: the tests came before the implementation.

Python
#autograd#automatic-differentiation#deep-learning#education#from-scratch#machine-learning#neural-network#numpy