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What are good resources to refresh myself on statistics and machine learning?

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I'm looking for resources to learn the basics of statistics and machine learning.

I did my undergraduate in math. My focus was almost entirely pure math, proof and logic courses, mostly Algebra and Topology. My employment prospects are grim. I'm considering graduate studies in machine learning, but my understanding of statistics is frankly embarrassing. I took the basic stats class but my retention was poor. I feel like I need to brush up before I start reaching out to schools.

Does anyone know good resources for learning and relearning stats for someone who is already mathematically inclined? I'm partial to videos and especially to concise texts.

submitted by irrationalexhuberous
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