Definition: Work \& Potential Energy
The work done by a force $\mathbf F$ is defined as $$W = \mathbf F \cdot \mathbf d = \int \mathbf F \cdot d \mathbf x.$$ If the force is conservative, i.e. the works is path-independent, we can define a potential energy: $$\Delta U = -\int \mathbf F \cdot d \mathbf x = - \Delta W_{\text{ext}}.$$ We can also reverse this to get $$F = -\frac{dU}{dx}.$$
Some common potential energies for use:

Theorem: Conservation of Energy and Work-Energy Theorem
Conservation of energy tells us that the total change in kinetic and potential energy is equal to external, non-conservative work: $$\Delta U + \Delta K = W_{nc},$$ and an equivalent statement is the Work-Energy theorem, which tells us $$\Delta K = W_{\text{net}}.$$

Tip: Graphs
Potential energy graphs can help you visualize: