Products are built to fail.

In many ways underestimate the impact of domain knowledge. Can we have one forecasting algorithm for

• Retail Product Sales
• Oil Sales
• Stocks Predictions
• Car Sales 

If everything can be built just by one algorithm we would need to close all ML shops in a month. We underestimate domain knowledge and believe fancy tech and tools will have the ability to read and give all the fine-tuning. 

Keep Going, Sometimes tech does not understand business, and products are built to fail.

Knowledge is 

• Mapping business to tech to support futuristics ways of new business changes
• Making it flexible to scale, port, migrate
• Think Business first, Scale next, Tech at last

What is the new learning format

• Domain understanding - Technology evolves faster than we think. New forms of business evolve
• Data understanding - Know the type of data - speed / slow data
• Research paper - Insights / Blogs - Look for Leaders in the space and their tech stack, Look for research papers and insights
• Model development / Model implementation

Keep Thinking!!!