Category: how-to

How to start learning quantum machine learning


Category: how-to | Author: Catalina Albornoz (PennyLane Team)
If machine learning is interesting, quantum machine learning (QML) is twice as interesting. It’s incredible that you can combine these two fields into one, and it is an area that has seen huge interest and growth in the past few years. In this blog post we will highlight some …

How to write quantum function transforms in PennyLane


Category: how-to | Author: Olivia Di Matteo (PennyLane Team)
Quantum transforms are an exciting new feature of PennyLane. Learn how transforms can help you construct and manipulate quantum functions with ease!

How to perform parameter initialization of PennyLane’s built-in templates


Category: how-to | Author: Elies Gil-Fuster (Xanadu Resident)
QML algorithms often involve a set of trainable parameters, in most cases, these parameters need to be initialized in a certain fashion before, say, starting a gradient descent. In this how-to, we’ll see how to do precisely that.

How to add custom gates and templates to PennyLane


Category: how-to | Author: David Wierichs (Xanadu Resident)
Implementing your own gates in PennyLane does not require deep manipulation of the code base but is as easy as listing some core properties of the operation to be added. Even easier, you can construct your own templates to create structured special purpose circuits and simplify your workflow.

Using PennyLane and Strawberry Fields to run programs on Xanadu hardware


Category: how-to | Author: Jack Ceroni (Xanadu Resident)
One of the advantages of PennyLane is that it can be run on many different simulators and real quantum devices from a variety of external providers through our Plugins, as well as Xanadu’s own devices! In this how-to, we will show you how to create a simple program in …

How to visualize quantum circuits in PennyLane


Category: how-to | Author: Yuan Yao (Xanadu Resident)
Already built your fancy quantum circuit and wanna have a look at it? PennyLane supports visualizing quantum circuits once you have defined them.

How to simulate noise with PennyLane


Category: how-to | Author: David Wakeham (Xanadu resident)
Near-term quantum devices are noisy, a fact we need to account for in our simulations. In this how-to guide, we give three simple methods for simulating noise: classical jitter, built-in PennyLane support for mixed states and quantum channels, and finally plugins to Cirq and Qiskit.

How to construct and load Hamiltonians in PennyLane


Category: how-to | Author: Roeland Wiersema (Xanadu Resident)
Constructing different types of Hamiltonians is easy in Pennylane. In this how-to, we will show you how to easily create Hamiltonians for problems in combinatorial optimization, quantum many-body physics and quantum chemistry.

How to parallelize QNode execution


Category: how-to | Author: Brian Doolittle (Xanadu resident)
In PennyLane, QNodeCollection execution can be parallelized across remote devices. In this how-to guide, we demonstrate the advantage of parallel execution through the example of qubit state tomography.

How to build a model with chained QNodes


Category: how-to | Author: Josh Izaac (PennyLane team)
In PennyLane, we can easily construct VQE and QAOA-like models. However, the flexibility of PennyLane allows much more interesting models to be constructed. In this how-to, we’ll show you how to chain two QNodes together.

How to calculate the Hessian of a classical-quantum hybrid model


Category: how-to | Author: Josh Izaac (PennyLane Team)
PennyLane QNodes don’t just support computing the derivative—they also support computing the second derivative. Further, the second derivative can be computed on both simulators and quantum hardware. In this how-to, we’ll show you how you can extract the Hessian of a hybrid model using PennyLane in three …