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The intent of the course is good and the approach is good however, the material has a number of error (such as in-correct files or typos in the live code. As an example, the download for Week 7 Machine Learning should have a file named "minute_weather" with over 1,000,000 record of weather data used in the lecture. Instead it has a file named "daily weather" with about 1,000 records of different data. These things should not happen. It means no one is proof reading or quality checking the product. The instructors are good.