Fix Typo in the Introduction Section

[aryanator]

In the Introduction, the phrase is:

"To speed upload Training we are going to use SageMaker distributed Data Parallel..."

Correction:
Should be "To speed up training..." instead of "upload Training".

GitHub Issue Title:
✏️ Typo in Introduction: "upload Training" → "speed up Training"