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Yes, the knowledge is necessary, but it is not sufficient. Statistics doesn't make sense to students because it is taught out of context. Most people don't really learn statistics until they start analyzing data in their own research. You need to acquire the knowledge before you can truly understand it.
Use distributive practice rather than massed practice. Study in triads or quads of students at least once every week. Don't try to memorize formulas (A good instructor will never ask you to do this). Work as many and varied problems and exercises as you possibly can. Look for reoccurring themes in statistics.
Statistical core concept. Descriptive statistics, distribution, hypothesis testing and regression. Bayesian probability theory. Introducing statistics in machine learning.
Use distributive practice rather than massed practice. Study in triads or quads of students at least once every week. Don't try to memorize formulas (A good instructor will never ask you to do this). Work as many and varied problems and exercises as you possibly can. Look for reoccurring themes in statistics.
To sum up in a sentence: Calculus involves real, solid math whereas statistics asks one to evaluate the situation and do algebra with it. I took stats this semester and all I can say is, I learned a new language! For me, stats was a lot more difficult than calculus. Almost night and day.
Statistics is not hard as a subject cause statistics is matter of science and logic. It mainly indulges on mathematics and logic. We use statistics in our day-to-day life like average or mean, median, standard deviation. To understand statistics more logically try to relate problems with practical examples.
Yes and no. Many machine learning algorithms are originated from statistics, such as Naive Bayes. You should have basic knowledge of statistics, such as random variable, probability, common distributions such as Gaussian, etc.
Knowing statistics makes you smarter. Stay calm and study on. You're in this together. Statistics is going to take a lot of your time, whether you like it or not. Statistics make simple things seem complicated. Don't be afraid to look for help online. Use a tutor.
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