Discover the different quantum gradient methods in this curated guide.
Differentiable quantum circuits
How do we find a circuit’s gradient? Look into the basics of differentiable quantum circuits and their applications to simple optimizations tasks.
Gradient methods for simulation
If you have no quantum devices at your disposal, simulators are the next best thing. Learn about the gradient methods that utilize the memory storing capacities of classical computers to more efficiently compute gradients of quantum circuits.
Hardware-compatible gradient methods
Some gradient methods are better suited to work on quantum hardware, leveraging properties of quantum operations to compute gradients natively. Here are some well-known examples.
Barren Plateaus
Gradient descent can be used to solve a variety of optimization problems using quantum hardware. However, barren plateaus can get in the way. Learn more about this phenomenon.
Selected applications
What can we do with differentiable quantum circuits? They are a common tool for tackling a number of quantum research challenges.
Differentiable quantum circuits
How do we find a circuit’s gradient? Look into the basics of differentiable quantum circuits and their applications to simple optimizations tasks.
Gradient methods for simulation
If you have no quantum devices at your disposal, simulators are the next best thing. Learn about the gradient methods that utilize the memory storing capacities of classical computers to more efficiently compute gradients of quantum circuits.
Hardware-compatible gradient methods
Some gradient methods are better suited to work on quantum hardware, leveraging properties of quantum operations to compute gradients natively. Here are some well-known examples.
Barren Plateaus
Gradient descent can be used to solve a variety of optimization problems using quantum hardware. However, barren plateaus can get in the way. Learn more about this phenomenon.
Selected applications
What can we do with differentiable quantum circuits? They are a common tool for tackling a number of quantum research challenges.
Differentiable quantum circuits
How do we find a circuit’s gradient? Look into the basics of differentiable quantum circuits and their applications to simple optimizations tasks.
Gradient methods for simulation
If you have no quantum devices at your disposal, simulators are the next best thing. Learn about the gradient methods that utilize the memory storing capacities of classical computers to more efficiently compute gradients of quantum circuits.
Hardware-compatible gradient methods
Some gradient methods are better suited to work on quantum hardware, leveraging properties of quantum operations to compute gradients natively. Here are some well-known examples.
Barren Plateaus
Gradient descent can be used to solve a variety of optimization problems using quantum hardware. However, barren plateaus can get in the way. Learn more about this phenomenon.
Selected applications
What can we do with differentiable quantum circuits? They are a common tool for tackling a number of quantum research challenges.