BEST Books to Learn Data Science for Beginners 📚

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Emma Ding

Emma Ding

Күн бұрын

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

Пікірлер: 20
@emma_ding
@emma_ding Жыл бұрын
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
@tubeampsrule1 Жыл бұрын
Emma, the value you're bringing in these videos is ridiculously good! Top work!
@mikefan6678
@mikefan6678 Жыл бұрын
Hi Emma thank you for the book recommendations. Watched a lot of your videos and learned a lot about the data science field ❤.
@praveenl9655
@praveenl9655 Жыл бұрын
Well presented Emma. Will read these books for sure👍🏻
@facualexandre
@facualexandre Жыл бұрын
Thank you Emma for the recomendations!! Study time
@robrinehart3868
@robrinehart3868 Жыл бұрын
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
@emma_ding Жыл бұрын
Thanks for your comment, Rob! 💛 I'm so glad to hear you've found one of the books helpful so far. Happy reading!
@ayrtonbruno9
@ayrtonbruno9 2 ай бұрын
Excelent recommendations !
@he132
@he132 Жыл бұрын
Awesome, thank you
@tpd2031
@tpd2031 2 ай бұрын
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
@mwtichenor Жыл бұрын
Thanks for the book list. I prefer reading to watching short videos
@ayambasumailaimoro2082
@ayambasumailaimoro2082 Жыл бұрын
Great job dear 🙏🙏
@shubhamvigoniya9021
@shubhamvigoniya9021 3 ай бұрын
Thank You!😊
@hendrasdrtube
@hendrasdrtube Жыл бұрын
Already forgot statistics, thanks for mention the books
@spikeydude114
@spikeydude114 11 ай бұрын
What about for A/B testing at scale? Many experiments going on at the same time.
@nanzhao9276
@nanzhao9276 Жыл бұрын
Emma, do you recommend reading the Mathematical Statistics with Resampling and R book if I don't know R at all?
@emma_ding
@emma_ding Жыл бұрын
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.
@bakus_naur
@bakus_naur Ай бұрын
are you an angel??
@tubercn
@tubercn Жыл бұрын
博主是华人吗,我是中国人,看你的视频,不用看字幕也能懂,谢谢
@myworldAI
@myworldAI 7 ай бұрын
是你懂英語,与你是不是华人没关系 !
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