I used symbols V and ^ to indicate picking direction and x for muted strings.


Main Guitar Riff
Picking
  V V ^ V       V ^  V ^ V V   V V ^ V       V ^  V ^ V V
E----------------------------------------------------------|
B----------------------------------------------------------|
G-----------------­-----------------------------------------|
D-----------------2~---------------------------2~----------|
A----------------------------------------------------------|
E-0-x-x-3b(1/2)-0----x-x-3-2---0-x-x-3b(1/2)-0----x-x-3-2--|

  V V ^ V       V ^  V ^ V V   V ^ V ^ V ^ V ^ V (A)
E---------------------------------------------------|
B-------------------------------------------------2-|
G-------------------------------------------------2-|
D-----------------2~------------------------------2-|
A------------------------------------2-4-2--------0-|
E-0-x-x-3b(1/2)-0----x-x-3-2---0-3-4-------3-4-0----|



Intro: [E] 
[A] [E] Well Train,... Train...,  Take me  on out of this town
[D] Train [A] Train, Lord [E] take me on out of this town
Well that [B] woman I'm in love with, 
[A] lord she's Memphis [E] bound [E] [A]

Well [E] Leaving here I'm just a raggety hobo
Lord I'm [D] leaving [A] here,   I'm just a [E] raggety hobo
Well that [B] woman I'm in love with 
[A] lord she's just got to [E] go[E] [A]

Instrumental A-E-A-E-D-A-E (x2)

[E] Well good bye red mama,  get yourself   a money man
[D] good bye pretty [A] mama,  lord [E] get yourself a money man
You take the [B] red eye train to Memphis 
[A] lord leave if you [E] can

Whoa take that [B] Midnight train to Memphis lord 
[A] leave if you [E] can

Ending Riff

E------------------------0-|
B------------------------0-|
G------------------------1-|
D----2-4b-2---2----------2-|
A-2h4------4---4---------2-|
E----------------2b--0---0-|