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Description
Data Science From Scratch, 2/eTo really learn data science, you should not only master the toolsdata science libraries, frameworks, modules, and toolkitsbut also understand the ideas and principles underlying them. Updated for Python 3. 6, this second edition of Data Science from Scratch shows you how these tools and algorithms work implementing them from scratch. If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable
To really learn data science, you should not only master the toolsdata science libraries, frameworks, modules, and toolkitsbut also understand the ideas and principles underlying them. Updated for Python 3.6, this second edition of Data Science from Scratch shows you how these tools and algorithms work implementing them from scratch.If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable with the math and statistics at the core of data science, and with the hacking skills you need to get started as a data scientist. Packed with new material on deep learning, statistics, and natural language processing, this updated book shows you how to find the gems in todays messy glut of data. Get a crash course in Python Learn the basics of linear algebra, statistics, and probabilityand how and when theyre used in data science Collect, explore, clean, munge, and manipulate data Dive into the fundamentals of machine learning Implement models such as k-nearest neighbors, Naïve Bayes, linear and logistic regression, decision trees, neural networks, and clustering Explore recommender systems, natural language processing, network analysis, MapReduce, and databasesShipping Notes
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4.8 ★★★★★
Based on 2157 reviews
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Product Reviews
★★★★★ 4
Interesting Concept, But Redundant If You Already Use BHA
If you have seen this Glow Rice Exfoliant Ampoule Duo on Instagram or TikTok, you already know the marketing pitch: a gentle, soft peel that physically cleans out pores on your face and body. After testing it, I can confirm that it actually does clean pores, but the mechanism is nothing magical. It relies on the friction of massaging the serum into your skin to clump up and manually extract dead skin and debris. It is a satisfying and interesting process to watch, but it isn't groundbreaking.The biggest drawback is its redundancy if you already have a solid skincare routine. I noticed that when I use this product after my usual BHA (Beta Hydroxy Acid) exfoliant, it becomes completely ineffective. Because the chemical exfoliant already cleans deep inside the pores and dissolves dead skin cells, this manual friction gel finds nothing left to grab onto. It is a decent, gentle physical exfoliant that does the job, but if you already use a chemical exfoliant like BHA, you can safely skip this social media trend.
WAS THIS REVIEW HELPFUL?YesReportShare
Reviewed in the United States on May 27, 2026
★★★★★ 5
Great Product!
This duo was Exactly what my facial routine has been missing!
I Absolutely love it! My acne has never been better and it has left my skin so soft and healthy both looking and feeling!
WAS THIS REVIEW HELPFUL?YesReportShare
Reviewed in the United States on April 22, 2026
★★★★★ 5
Skin feels so soft!
I actually love this stuff it makes my skin feel so smooth and soft after I use it! I don’t see a difference between the two they both work equally imo. Great if you’re in a budget and was great exfoliation!
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Reviewed in the United States on April 13, 2026
★★★★★ 2
Not as good as the real thing
I was really hoping to get a less expensive alternative to Dr Melaxin’s version. This just isn’t cutting it - it totally is not as effective, so I’m tossing this and going back. This one just doesn’t pill up as effectively.
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Reviewed in the United States on April 7, 2026
★★★★★ 1
Not as effective as original Dr. M
I bought this after reading several reviews that it is as effective as the original Dr. M. Having used both I can assert this product is NOT nearly as effective. I still had some of the original Dr. M. and did a half and half comparison and it was immediately clear. This exfoliate "pills" like the original but not nearly to the degree and when washed away the half I used the leftover Dr. M. was clean of dead skin and showed clear pores. The other half? Not so much. I'll be going back to the original.
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Reviewed in the United States on April 11, 2026
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