The book 'Eat That Frog' by Brian Tracy emphasizes overcoming procrastination by addressing the most challenging tasks first, symbolized as 'eating the frog.' It provides 21 actionable strategies for effective time management, advocating for daily planning, prioritizing tasks, and focusing on key areas for productivity. The core message is to tackle significant tasks early and systematically to achieve greater success and efficiency.