My usual go-to book for this kind of a thing is Ashcroft & Mermin's excellent 'Solid State Physics' text, at least as a starting point.
So, in Chapter 8 where they introduce the Bloch formalism, one finds a section on the Fermi surface. So,
The ground state of $N$ free electrons is constructed by occupying all one-electron levels $k$ with energies $\epsilon (k) = {\hbar^{2}k^{2} \over 2m}$ less than $\epsilon_{F}$, where $\epsilon_{F}$ is determined by requiring the total number of one-electron leves with energies less than $\epsilon_{F}$ to be equal to the total number of electrons.
Fine - for free electrons, you get a sphere of states up to the Fermi level. Next,
The ground state of $N$ Bloch electrons is similarly constructed, except that the one-electron levels are now labeled by the quantum numbers $n$ and $k$, $\epsilon_{n}(k)$ does not have the simple explicit free electron form, and $k$ must be confined to a single primitive cell of the reciprocal lattice if each level is to be counted only once. When the lowest of these levels are filled by a specified number of electrons, two quite distinct types of configuration can result...
OK, the top surface could be weird, may not be free-electron like. So far so good. Well, the first configuration described is for semiconductors and insulators, where there are full bands and empty bands. Note quite what we want here, so on to type number 2:
A number of bands may be partially filled. When this occurs, the energy of the highest occupied level, the Fermi energy $\epsilon_{F}$, lies within the energy range of one of more bands. For each partially filled band there will be a surface in $k$-space separating the occupied from the unoccupied levels. The set of all such surfaces is known as the Fermi surface, as is the generalization to Bloch electrons of the free electron Fermi sphere. The parts of the Fermi surface arising from individual partially filled bands are known as branches of the Fermi surface.
Now, if one looks at
An Experimental Determination of the Fermi Surface in Copper,
AB Pippard,
Phil Tran A, Volume 250, Issue 979, pp 325-357 (1957)
one sees a pretty spherical Fermi surface (the black areas are contact areas, these are easily mapped out with various experimental techniques):

In contrast, a bcc metal such as molybdenum or tungsten might look more like
this from R. Herrmann:

Iron is even worse, with disconnected pockets of electrons.
So, in summary, the Fermi surface is the set of highest occupied electron states in $k$ space. By definition, these states have energies at or below the Fermi energy, but the surface does not have to be, and often is not, at the Fermi energy. The behavior of electrons at the Fermi surface determines the electrical conductivity behavior of metals.
https://en.wikipedia.org/wiki/Fermi_surface
– Codelearner777 Mar 04 '19 at 18:51I think I get the general idea now, but most of the time I will doubt my self again after that, if I am not precise from the first time. lol.
– Codelearner777 Mar 04 '19 at 19:00