We consider the problem of polar coding for transmission overa non-stationary sequence of independent binary-input memoryless symmetric (BMS) channels {W_i}^∞_i=1 where the i-th encoded bit is transmitted over W_i. We show, for the first time, a polar coding scheme that achieves the average symmetric capacity I̅({W_i}^∞_i=1) def= lim_N→∞ 1/N ^NΣ_i=1 I(W_i) assuming that the limit exists. The polar coding scheme is constructed using Arikan's channel polarization transformation in combination with certain permutations at each polarization level and certain skipped operations. This guarantees a fast polarization process that results in polar coding schemes with block lengths upper bounded by a polynomial of 1/e, where e is the gap to the average capacity. More specifically, given an arbitrary sequence of BMS channels {W_i}^N_i=1 and Pe, where 0 <; Pe <; 1, we construct a polar code of length N and rate R guaranteeing a block error probability of at most Pe for transmission over {W_i}^N_i=1 such that N ≤ κ/(I̅_N - R)^μ where μ is a constant, κ is a constant depending on Pe and μ, and I_N is the average of the symmetric capacities I (W_i), for i = 1, 2, ...,N. We further show a numerical upper bound on μ that is: μ ≤ 10.78. The encoding and decoding complexities of the constructed polar code preserves O(N log N) complexity of Arikan's polar codes.