BEST Books to Learn Data Science for Beginners 📚

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In this video, I'm sharing some of my all-time favorite books for learning and practicing data science. Since data science is such a vast field, I'm narrowing my recommendations down to two specific areas: statistics and machine learning. I’ve even included different options for beginners versus more experienced learners who want to refresh their knowledge.
🔗 www.openintro.org/
🔗 themlbook.com/
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====================
Contents of this video:
====================
00:00 Introduction
00:50 Statistics
01:41 OpenIntro Statistics
02:26 Mathematical Statistics
04:06 Machine Learning
04:11 The Hundred-Page Machine Learning Book
05:36 Machine Learning With PyTorch and Scikit-Learn
07:06 Designing Machine Learning Systems
08:56 Outro

Опубликовано:

25 июл 2024

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Комментарии : 20

@emma_ding Год назад

If you prefer to read rather than watch this video, check out the blog post I wrote on this, and other, topics here ➡www.emmading.com/blog/5-books-every-data-scientist-should-have

@tubeampsrule1 Год назад

Emma, the value you're bringing in these videos is ridiculously good! Top work!

@mikefan6678 Год назад

Hi Emma thank you for the book recommendations. Watched a lot of your videos and learned a lot about the data science field ❤.

@facualexandre Год назад

Thank you Emma for the recomendations!! Study time

@praveenl9655 Год назад

Well presented Emma. Will read these books for sure👍🏻

@ayrtonbruno9 3 месяца назад

Excelent recommendations !

@he132 Год назад

Awesome, thank you

@robrinehart3868 Год назад

Thank you for this book list! I'm currently in a data science certificate program and have been struggling to learn some of the concepts. I ordered the openintro statistics book and the 100 page machine learning book earlier in the week. I started reading them and have found both to be very useful to fill in the gaps in my knowledge already. Very easy to read and informative, I know I'll refer back to them a lot. Thank you again for the recommendations and I'll likely order the rest of the list!

@emma_ding Год назад

Thanks for your comment, Rob! 💛 I'm so glad to hear you've found one of the books helpful so far. Happy reading!

@shubhamvigoniya9021 4 месяца назад

Thank You!😊

@ayambasumailaimoro2082 Год назад

Great job dear 🙏🙏

@tpd2031 3 месяца назад

I'm a generic SWE who spends a good amount of time in data and wants to understand machine learning better. This has been wonderful, thank you so much for putting it together.

@mwtichenor Год назад

Thanks for the book list. I prefer reading to watching short videos

@spikeydude114 Год назад

What about for A/B testing at scale? Many experiments going on at the same time.

@hendrasdrtube Год назад

Already forgot statistics, thanks for mention the books

@nanzhao9276 Год назад

Emma, do you recommend reading the Mathematical Statistics with Resampling and R book if I don't know R at all?

@emma_ding Год назад

Absolutely! This book doesn't assume any advanced knowledge in R, making it accessible to everyone. In fact, it's a fantastic book even if you choose not to delve into the R portion.