There is so much 'maths magic' attributed to quantum physics that I thought I'd give my own take on myth vs reality. The takeaway for me is that the biggest hurdle is the Many Worlds Interpretation, so let's start with that, then work through the others. I might add more over time, there's so many.
Myth: The universe splitting into billions every nanosecond is ridiculous
Reality: This is the wrong picture. In the Many Worlds Interpretation there is a huge universal wave function that represents the entire multiverse. This wave function acts perfectly deterministically according to the known laws of Quantum Field Theory, such as the Dirac equation.
"worlds" (meaning independent child universes) are the apparent effect when one part of the wave function becomes decoherent from the rest. Imagine for example an ocean wave (which can carry information in its undulations) hitting and defraction around a rock to cause two orthogonal waves diagonally inwards on the far side of the rock. These two 'child universes' are now independent and act as superpositions, each carrying and evolving that same information differently over time.
In this scenario the ocean does not get bigger at any point, we just have a splitting of information from one to two now-independent wave fronts. 
Myth: Quantum physics is stochastic
Reality: each scientist in each child "world" sees their observed particle at a different definite location. They are each seeing a small section of a wave function and a section of a wave function looks like a wave packet: a particle. This gives the appearance of stochasticity because all the other options have split off and are inaccessible to each version of the scientist.
So in the Many Worlds Interpretation stochasticity is phenomenological, not fundamental.
Myth: Quantum physics is about discrete things
Reality: it is often about bounded fields and bounded fields produce standing waves. If you pluck a guitar string it only has a few discrete vibration patterns called harmonics, you can create the first couple by softly placing your finger on the string halfway or a third of the way down the string before plucking.
This is the only source of discreteness in quantum physics. All the equations are continuous equations, as are the equations of guitar strings or waves in a pond.
Myth: Space and time must be discrete due to the Planck scale
Reality: Nothing in the Standard Model of particle physics claims or requires this. We do expect things to be different at the Planck scale, but it doesn't prevent waves from being smaller wavelength, it is only a problem to *sense* those details due to the energy required causing your sensor to turn into a black hole!
Anyone who claims quantum physics has a minimum scale needs to remember the fundamental role of Lorentz invariance in both General Relativity and Quantum Field Theory: any length is an arbitrarily smaller length to some other observer going at a different speed, due to length contraction. 
Myth: Quantum physics is inherently weird because it uses imaginary numbers
Reality: Imaginary and Complex numbers represent rotations in a plane. They can equally be used in classical physics. A wave on an ocean can be described by its height and vertical velocity as a Complex number wave equation.
Myth: Quantum physics is weird because you square a complex number to get a probability
Reality: While there isn't a single killer explanation for the Born rule in any interpretation of quantum physics, there are several proposed reasons within Many Worlds, they just aren't bullet proof. Whatever the final proof, it seems very sensible that the number (or weight) of child "worlds" would be in proportion to the wave intensity or energy density of the wave at each point. This energy integrates the "effort" (against a linear reaction) in reaching a particular height or velocity from 0, which is the square norm of the complex number. The weight for each point on the wave is the size of the multiverse state space following the sensor interaction. And we divide by the total weight (state space size) in the Born rule because the total size does not affect our perception.
Each "world" sees a different measurement outcome, and repeated experiments appear to be give stochastic results due to the inability to predict or control which branch of the branching worlds will be aware in.


 
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