Stanford's FREE data science book and course are the best yet

Ғылым және технология

Visit brilliant.org/PythonProgrammer/ to get started for free and get 20% off your annual subscription.
Thanks to Brilliant for sponsoring this video :-)
My video on the science of speed reading • How to ACTUALLY absorb...
Free monthly learning resources and insights gilesknowledge.substack.com/
Here's the link to An Introduction to Statistical Learning
www.statlearning.com/
Buy the book Make it Stick (affiliate link)
amzn.to/3KoiBml
Learn Data Science (affiliate)
🎓 Data Quest - bit.ly/3yClqbZ
Learn Python with Giles
🎓 Exploratory Data Analysis with Python and Pandas - bit.ly/2QXMpxJ
🎓 Complete Python Programmer Bootcamp - bit.ly/2OwUA09
📚 My favourite python books for beginners (affiliate links)
📗 Python Crash Course 2nd Edition amzn.to/33tATAE
📘 Automate the Boring Stuff with Python amzn.to/3qM1DFl
📙 Python Basics - A Practical Introduction to Python 3 amzn.to/3fHRMdb
📕 Python Programming An Introduction to Computer Science amzn.to/33VeQCr
📗 Invent Your Own Computer Games with Python amzn.to/3FM3H4b
🆓 Free Python Resource
python-programming.quantecon....
(This is a great introduction to python)
⚙ My Gear
💡 BenQ Screen Bar Desk Light - amzn.to/3tH6ysL
🎧 Sony Noise Cancelling Headphones - amzn.to/3tLl82G
📱 Social Media
/ gilesmcmullen
/ gilesmcmullen
👌 SUBSCRIBE to ME!👌
/ @gilesmcmullen

Пікірлер: 328

  • @suzannecarter445
    @suzannecarter4459 ай бұрын

    Regarding why it's free, when I worked for state government in the U.S., I was told that, if the University received Federal money for the project (software, textbook, online course, etc.), the University could not charge for it. This is why you can get some marvelous things for free if you know where to look. I recently downloaded an MIT graduate school textbook on complexity theory for free.

  • @EngineerWallah

    @EngineerWallah

    9 ай бұрын

    Where should one look if you don't mind me asking? Also, do you have any other resources that you have come across that are amazing?

  • @jossvo951

    @jossvo951

    9 ай бұрын

    ​@@EngineerWallah same here!

  • @mikemc6674

    @mikemc6674

    8 ай бұрын

    It would be wonderful if the same logic were applied to pharmaceuticals and healthcare procedures

  • @Kiki-qh7xk

    @Kiki-qh7xk

    8 ай бұрын

    he is gone with no answers, and all books

  • @vitormellogon804

    @vitormellogon804

    8 ай бұрын

    thank you for your perspective, it is really valuable to know that!

  • @angelferhati
    @angelferhati11 ай бұрын

    The name of the book : An Introduction to Statistical Learning

  • @pepenavao

    @pepenavao

    10 ай бұрын

    It's in the links on video's description

  • @patrickbg110

    @patrickbg110

    10 ай бұрын

    This guy really made an entire video about a book without mentioning the book’s name lol

  • @Curious.Intellectual

    @Curious.Intellectual

    10 ай бұрын

    ​@@patrickbg110🗿

  • @yuurishibuya4797

    @yuurishibuya4797

    10 ай бұрын

    Lol😂

  • @punkisinthedetails1470

    @punkisinthedetails1470

    10 ай бұрын

    ​@@pepenavaodon't you have to buy it - looks like an Amazon link not a PDF link

  • @bassoonatic777
    @bassoonatic77711 ай бұрын

    Excellent! Glad to see it come out in Python. When I went through the 2nd edition, I just forced myself to learn it both R and then translate it into Python because there wasn't an option.

  • @adityamatele16
    @adityamatele164 ай бұрын

    YOU! Have such a great voice. It makes a person wait and listen to you. Really as a non subscriber, you just pulled me towards the video. Appreciate it.

  • @igordemetriusalencar5861
    @igordemetriusalencar58617 ай бұрын

    It was an absolutely beautiful surprise to see that ISL book has a version with R programing language examples!!! Thank God!!!

  • @JawwadHafeez
    @JawwadHafeez10 ай бұрын

    I completed this coursework many years back when online courses just started. Its wonderful. I created a basis for all my future work.

  • @jjlalamcmc
    @jjlalamcmc10 ай бұрын

    I just stumbled onto your channel and in 1:50 I love your thought process. ISLR was the BEST book for data science, focusing on R, that I was assigned while earning my MS in advanced data analytics. Making It Stick, was the BEST book I read to help become a better teacher. I often thought it should be required learing for ALL teachers and learners.

  • @rogerc23

    @rogerc23

    9 ай бұрын

    That’s not the name of the book. If it was so integral to your life don’t you think you should know the actual title?

  • @jjlalamcmc

    @jjlalamcmc

    9 ай бұрын

    @@rogerc23, ISLR and ISLP are the SAME book, the former written for R, the latter Python.

  • @wissenistmacht6685
    @wissenistmacht668510 ай бұрын

    I have read the book last year during my university course focused on machine learning. It gives a pretty good understanding for machine learning. But to become a data scientist you need Python or R, SQL and shell scripting and most important: practical experience in those languages. Even the best book doesn't help if you don't apply the knowledge.

  • @FsimulatorX

    @FsimulatorX

    10 ай бұрын

    shell scripting? no you don't lol Not necessarily at least. Domain knowledge is way more important

  • @LesserAndrew

    @LesserAndrew

    10 ай бұрын

    Domain knowledge is key to a given career area, for sure. But when I'm reading resumes, I do enjoy finding someone who knows all three (R, SQL, and bash). Though I can teach the latter two on the job if needed.@@FsimulatorX

  • @Jeff-ih4rk

    @Jeff-ih4rk

    5 ай бұрын

    @@FsimulatorX what is domain knowledge ? (is i'm a nerd, but want to hear your perspective

  • @fotisj321

    @fotisj321

    5 ай бұрын

    @Jeff-ih4rk data science is often depicted using a venn diagram showing the intersection of computer science, statistics and domain expertise. Domain expertise is the knowledge in the field you are doing data science in. If you are analyzing business data for a large online shoe producer, your domain knowledge is economics and shoes (and maybe online marketing). If you are analyzing climate data, climate research is your domain expertise, etc.

  • @naybaz7777

    @naybaz7777

    4 ай бұрын

    In my case, i forgot all the heavy math staff from the book after 6-8 month. Ofcourse, there are general familiriaty with all the concepts and models, but if you not digging it deeply everyday, its just vanishes. Maby it's the way to go if you are not working in academia, research or inventing new data algorithms. Or maby its just my brain throw it away, since most time its about data cleaning and tuning scikit-learn models( i am just a hobbiest doing it for fun, not a professional in the field)

  • @moazzamjadoon4436
    @moazzamjadoon443611 ай бұрын

    This is the recommended book for the Society of Actuaries Statistics for Risk Modeling Exam- along with the book Regression Modeling with Actuarial and Financial Applications, by Edward W. Frees, 2010 for their data science micro-credential.

  • @jackbluesman9223

    @jackbluesman9223

    10 ай бұрын

    Do you have a list/repository of all the books per subject recommended by SOA?

  • @purecheese9012

    @purecheese9012

    8 ай бұрын

    ​@@jackbluesman9223curious to know as well

  • @dadaabiola2474
    @dadaabiola247411 ай бұрын

    Always a pleasure listening & learning from You Bro! Little wonder you are successful at what you do!

  • @mousquetaire86
    @mousquetaire8610 ай бұрын

    That book is meant as an prerequisite to their other book: Elements of Statistical Learning

  • @thomasfsr
    @thomasfsr4 ай бұрын

    I used this book to study for the micromaster program of MIT. Glad to know that now we have a python version at last!

  • @andreyzhuchkov1882
    @andreyzhuchkov188210 ай бұрын

    great transitions from frame to frame, it's a pleasure to watch. An example would be the way you introduce a stack of papers only to pick it up later thus creating a mini storyline.

  • @thegoat5141

    @thegoat5141

    10 ай бұрын

    I was looking forward to seeing a shot from under a table.

  • @fiftyplusgamer
    @fiftyplusgamer10 ай бұрын

    Love ur channel. Just a question what mic are u using?

  • @SlavkosHobbyChannel
    @SlavkosHobbyChannel11 ай бұрын

    Always enjoy watching your videos!

  • @DSFran
    @DSFran8 ай бұрын

    I love this book. I have the first one in hardback (the R version) and I’m considering buying the Python version too.

  • @wedidntplanthis
    @wedidntplanthis10 ай бұрын

    i loved this ending, first concise video I've seen in a minute

  • @NomadicBrian
    @NomadicBrianАй бұрын

    Regarding Stanford I'd like to add a great experience I had with free classes some time ago using Java. These were recorded sessions and a course outline and links to source. I was searching around for a refresher on Java because I got a book on Mobile app development with Native Android. The book was using Java at the time (these days it is Kotlin for Android). We built a number of applications and it was a lot of fun. Could not believe they offered this for free and there was a substantial amount covered.

  • @TheCJD89
    @TheCJD8911 ай бұрын

    I'm glad you've highlighted these excellent books. The statistical learning book has been around for a good number of years and is well-regarded by those who know it. I have read parts of it before and I've recently gone back to read it again after the Python version was published! :)

  • @seanmclaughlin7415

    @seanmclaughlin7415

    8 ай бұрын

    What is the Python version called?

  • @TheCJD89

    @TheCJD89

    8 ай бұрын

    ​@@seanmclaughlin7415An Introduction to Statistical Learning: with Applications in Python

  • @aytviewer2421
    @aytviewer242123 күн бұрын

    I have both versions of this book (Python & R). I downloaded them to start with and then purchased hard-covered versions of both books. They are fantastic.

  • @millerdane
    @millerdane11 ай бұрын

    Truly appreciate your recommendations

  • @dirac9
    @dirac98 ай бұрын

    What a resource! You've just gained a subscriber. And thank you to the authors Hastie, James, Taylor, Tibshirani, and Witten.

  • @charltoncates5824
    @charltoncates58246 ай бұрын

    So lucky to have found this video, I will find the book tomorrow morning and study it before work

  • @millerdane
    @millerdane11 ай бұрын

    Thanks so much for your book recommendations as always.

  • @AnotherDayattheDock
    @AnotherDayattheDock5 ай бұрын

    honestly the best advice on youtube i've ever seen

  • @ahbarahad3203
    @ahbarahad320310 ай бұрын

    I read half of this book last year, It probably is the best book out there to study machine learning from ground up and build intuition for it, Fun Fact, one of the authors of this this book(Daniela Witten) is the daughter of Edward Witten(the physicist) iykyk

  • @idwtv534

    @idwtv534

    19 күн бұрын

    I don't know what do you you mean iykyk?

  • @pipertripp
    @pipertripp10 ай бұрын

    Giles, thx for sharing that "Make it stick" book again. I just went ahead and bought it through you affiliate link. Should have done it the first time you recommended it. Better late than never.

  • @kingofcastlechaos
    @kingofcastlechaos10 ай бұрын

    I have that book on Audible and it is awesome. I recommend it to so many people and now realize I want to listen to it again. Changed my life- I just wish it had happened to me when I was 12. Great video, thanks.

  • @melyder2316

    @melyder2316

    10 ай бұрын

    THE NAME OF THE BOOK PLEASE ?

  • @AndrewTateTopG1

    @AndrewTateTopG1

    8 ай бұрын

    @@melyder2316 did you find out?

  • @stepbro1992
    @stepbro199210 ай бұрын

    Brilliant video. Very short and informative. Well done ❤🎉

  • @michaelrudert3406
    @michaelrudert340610 ай бұрын

    Thanks for this hint. I downloaded it alredy for R and Python from the webpage. 👍

  • @benny9794
    @benny97949 ай бұрын

    How nice that my Data Science course for engineering uses this book :)

  • @abhishekajay9729
    @abhishekajay972910 ай бұрын

    ESLR and ISLR are one of the best statistical learning books out there. Read both of them during Data Science and Data Mining classes in grad school and I still go back to them!

  • @LesserAndrew

    @LesserAndrew

    10 ай бұрын

    Agreed! I read ISL during a beach vacation years ago when I was learning data science. I still turn to ESL for reminding myself of the intricacies of a given algorithm.

  • @Dionysus-01

    @Dionysus-01

    10 ай бұрын

    @@LesserAndrew What's ESL?

  • @abhishekajay9729

    @abhishekajay9729

    10 ай бұрын

    @@Dionysus-01 elements of statistical learning. Profs Tibshirani and Hastie’s original stats book. ISLR is an easy to understand interpretation of ESL by their PhD students. Once you read ISL, ESL is the book to move up to for a deep dive on those concepts. Really heavy on the math yet intuitive.

  • @12567NoYouCannot
    @12567NoYouCannot9 ай бұрын

    Loved, Loved, Loved this Content. Thank You.

  • @pikiwiki
    @pikiwiki10 ай бұрын

    crispy, fresh approach. Nice

  • @edwinchuy9367
    @edwinchuy936710 ай бұрын

    I actually came across both books yesterday before coming across this video.

  • @e555t66
    @e555t6610 ай бұрын

    Huge fan of brilliant. Have done the ISLR course. It is really good. I would recommend the MIT Micromasters in SDS after that. It is not free. But you get 90% financial assistance if you are eligible. Each course is 300$ each. There is a finance Micromasters too. Each course is 450$.

  • @elizabethingram9784
    @elizabethingram978410 ай бұрын

    Thank you! Subscribed. 😊

  • @chanson8508
    @chanson85084 ай бұрын

    Great vid! I wanna go learn it now!

  • @CaribouDataScience
    @CaribouDataScience10 ай бұрын

    BTW, the course is also available for R.

  • @Flamechr
    @Flamechr11 ай бұрын

    The video course can also be recommend. Posible the best teachers I ever had.

  • @sammclaren6965
    @sammclaren69659 ай бұрын

    Thanks for the information!

  • @radspiderjackson
    @radspiderjackson10 ай бұрын

    my question tho, if you're already "bad" at solo studying/self teaching and you're stuggling to maybe learn something specific, is it then still worth it to try learning the methods taught in 'Make it Stick'? Like does the book take into account the process of learning what its trying to teach? mostly silly question but I do want to get a copy of the book either way, its just that I have books that i felt would speed up my process of learning certain comp science topics, specifically the book 'Code' by charles petzold, but i cant bring myself to finish these sorts of books even knowing it would make learning everything related after the fact so much smoother.

  • @TheD112
    @TheD11211 ай бұрын

    Awesome recommendation for getting a professional experience after completing chapter #4 and becoming ready for a job market 🙂

  • @delliscool4924
    @delliscool49242 ай бұрын

    Thank you sir , the way you propose the scientific material is interesting.

  • @sandipankarmakar
    @sandipankarmakar5 ай бұрын

    It depends upon the objective of the learner: whether to learn the theory and code by your own or to learn only to use ready made packages and get the result... For the second case, ESLR and ISLR (and the latest Python version) are really good as they did not delve into the nitty gritty of the theories... But for the first case, one should refer C M Bishop's PRML (2006) and Deep Learning by the same author and Kevin Murphy's ML- Probabilistic Perspective (2012, Edition 1) and latest in two volumes... PRML is freely available too in Microsoft's website.. In ESLR, ISLR I found the concepts are quite esoteric whereas in PRML and Murphy's book they have started at the basic concepts and slowly went on building upon the basics...

  • @pipertripp
    @pipertripp10 ай бұрын

    oh yeah, it's ISLP instead of ISLR. I have the latter and yeah, it's a great book! I worked through some, but I was completely lacking in a stats background of any kind, so I pivoted to learning statistics which has been great. I'm a big fan of R, but Python is a great (and more broadly applicable) language too. The R version is a bit dated now as there are more modern packages that are easier to use, but the fundamentals are all there and it's definitely a book worth having. I'm sure the Python version is excellent. The R version even has supplementary videos where the authors talk through topics. The name of the channel is datascienceanalytics.

  • @paulfitzgerald4625

    @paulfitzgerald4625

    8 ай бұрын

    Me too. I quickly got lost. Where did you begin your statistics journey?

  • @pipertripp

    @pipertripp

    8 ай бұрын

    @@paulfitzgerald4625 I bought a used statistics book on thrift books. I bought Probability & Statistical Inference by Hogg & Tanis. It's a good book, but it expects a couple of semesters of calculus from the reader. If you want a more standard "intro stats" text book, Statistics for Business and Economics from Cengage is much more accessible and requires a much more modest background in maths. It covers a very wide range of topics and statistics and is aimed at undergraduates.

  • @n3v1h5
    @n3v1h511 ай бұрын

    the classic fatherly British docuseries presentation is of archetypal excellence

  • @nnvananh
    @nnvananh10 ай бұрын

    he got a really nice and clear voice

  • @ambikeya_tech
    @ambikeya_techАй бұрын

    Thanks for sharing this amazing resource! Stanford's free data science book and course are invaluable for learners. Can't wait to dive in and expand my knowledge. Great find!

  • @oguve278
    @oguve27810 ай бұрын

    I've been waiting for the Python release for a while now, good to see the softcopy finally be available. Though I'm still on the lookout for an affordable hardcopy when it happens...

  • @neilclay5835
    @neilclay583510 ай бұрын

    People thinking that they're going to be able to leverage the info in those books without the necessary maths skills to do so are going to be sorely disappointed.

  • @user-xr7ou1xf9x

    @user-xr7ou1xf9x

    4 ай бұрын

    Yep, it should have been mentioned in the very beginning of the video. Data Science is a Science and based on high math. From linear algebra to statistics and calculus.

  • @Maphew69
    @Maphew6910 ай бұрын

    Great video. Have subscribed to Brilliant and it is very aptly named. Thank you

  • @Amir2Mahdi
    @Amir2Mahdi10 ай бұрын

    Where can I find answers to the exercise sections in the book?

  • @aneedfortheory
    @aneedfortheory7 ай бұрын

    Hello @Python Programmer. I may have missed the info, but is there a related course mentioned in the video?

  • @__BA__
    @__BA__7 ай бұрын

    When I was going through a data science boot camp, in 2021, the instructor recommended ISLR. I tossed it to the side, because I don't know R. I'm glad that a Python version was released. I suspect that Python has surpassed R in usage in the data analysis realm.

  • @kv1kv
    @kv1kv8 ай бұрын

    ISL is definitely one of the best books for DS beginners! And now in Python!

  • @datawithtess
    @datawithtess3 ай бұрын

    Best book on machine learning. Quick tip learn statistics first. Then learn mathematical statistics. The read a 100 page per month in 6 months you are ready . Then build projects

  • @heretolearnnewthings
    @heretolearnnewthings10 ай бұрын

    the video tutorial for python version will release on summer of 2024 on edx platform.

  • @VaibhavSharma-zj4gk
    @VaibhavSharma-zj4gk11 ай бұрын

    Please mention the link to the free book.

  • @vivekjoshi3769
    @vivekjoshi376910 ай бұрын

    Since you have put dataquest in the description I would to know your honest review of dataquest as a learning platform for data stuff.

  • @PeterAdiSaputro
    @PeterAdiSaputro10 ай бұрын

    Thanks for sharing this information.

  • @guilhermeteixeirademello4907
    @guilhermeteixeirademello490710 ай бұрын

    This book is amazing! I have already read the R one, but this in Python has the potential to be the best out there! Thank you for sharing this with us.

  • @confidential303

    @confidential303

    10 ай бұрын

    Which book

  • @AndrewTateTopG1

    @AndrewTateTopG1

    8 ай бұрын

    @@confidential303 which book?? where to find it?

  • @kibalamajames4813
    @kibalamajames481311 ай бұрын

    Thanks a lot!

  • @sonicemitter6131
    @sonicemitter61316 ай бұрын

    Thank you for existing.

  • @BuffaloSpiritGuide
    @BuffaloSpiritGuide4 ай бұрын

    So true!!! This book is absolutely top notch and while there are other great reources out there such as Oreilly and Coursera, this book provides all the prerequisite knowledge

  • @aytviewer2421
    @aytviewer24215 ай бұрын

    24% of this video is an ad. 😮

  • @morrismuuo1129
    @morrismuuo112910 ай бұрын

    where can i find the book?

  • @fernandai.b.140
    @fernandai.b.14011 ай бұрын

    Thanks, this info is valuable information 🙌

  • @giorgos-4515
    @giorgos-451510 ай бұрын

    where is the complementary video course he is talking about?

  • @ShahameedaliAgni
    @ShahameedaliAgni9 ай бұрын

    Can anyone please hare the link for this book?

  • @paulfitzgerald4625
    @paulfitzgerald46258 ай бұрын

    Does anyone know where the answers to the exercises can be found? Just so I can check I'm on the right lines. Are they in the printed book perhaps?

  • @daveoatway6126
    @daveoatway612610 ай бұрын

    Excellent presentation! And great ideas for "how to get a job" that helps new programmers and non-profits. I've had my company do pro-bono work for several non-profits - very rewarding work! Thank you.

  • @Peter-lv5sl

    @Peter-lv5sl

    7 ай бұрын

    Hey any advice on how to get started on something like this as a student studying data science? Looking to try gain some real world experience!

  • @sebacisterna
    @sebacisterna9 ай бұрын

    FYI: The affiliate link for the amazon book is broken :(

  • @bobanmilisavljevic7857
    @bobanmilisavljevic785710 ай бұрын

    Wow thank you so much!!! Ain't no party like a python party!! 💪🧙‍♂️🌌⌨️

  • @biobossx99
    @biobossx99Ай бұрын

    It's an amazingly well written book

  • @moazzamjadoon4436
    @moazzamjadoon443611 ай бұрын

    This is the recommended book for the Society of Actuaries Statistics for Risk Modeling Exam- along with the book Regression Modeling with Actuarial and Financial Applications, by Edward W. Frees, 2010 for their data science micro-credential. Sorry, I forgot to add below that only the R programming version of the book is included in the exam syllabus.

  • @sidebarschocolate

    @sidebarschocolate

    10 ай бұрын

    What else does someone need in order to become an actuary other than R?

  • @joshuajose8598
    @joshuajose85986 ай бұрын

    Elements of Statistical Learning(ESL)>Introduction to Statistical Learning(ISLR or ISLP)

  • @josueramirez7247
    @josueramirez724710 ай бұрын

    It was a famous book at my college. ISLR is what we called it.

  • @Junaid24800
    @Junaid2480011 ай бұрын

    I already have this book but its based on R 🤩

  • @harishhanchinal2838
    @harishhanchinal283811 ай бұрын

    Thank you.

  • @yippykayyay
    @yippykayyay10 ай бұрын

    link to the book/course?

  • @oximas-oe9vf
    @oximas-oe9vf10 ай бұрын

    QUESTION: how do I find non profit componies and charities to contact ?

  • @tjbroussard3524
    @tjbroussard3524Ай бұрын

    Which is better? This or the O'Reilly books for data science or statistics?

  • @mohamadnajm1465
    @mohamadnajm146510 ай бұрын

    Hi I don't see the link of the course Can u provide it Thanks

  • @diegocheloni
    @diegocheloni3 ай бұрын

    where is the link to the book?

  • @kwccoin3115
    @kwccoin31155 ай бұрын

    Any link to the Stanford and book ?

  • @shubhamvigoniya9021
    @shubhamvigoniya90212 ай бұрын

    It’s really comprehensive.

  • @dondublon1
    @dondublon110 ай бұрын

    But, where is a link to the book?

  • @giuliamancini753
    @giuliamancini7536 ай бұрын

    Can I have the link for this book? I can not find it in the infobox

  • @YourNameHere1000
    @YourNameHere100010 ай бұрын

    Does he ever give the name of the book?

  • @priyanshumaity6780
    @priyanshumaity6780Ай бұрын

    Hi, I have the Hands on ML book. Which one of these two would you recommend me to read first?

  • @zeusdelta2842
    @zeusdelta284210 ай бұрын

    sir i have a question Did hackerrank profile of python, dsa, linux and math will help for better placement? An edge over others?

  • @arielsuarez5471
    @arielsuarez5471Ай бұрын

    1:42 “make it stick: The Science of Successful Learning”? I will have to get my hands on that!

  • @duaneatnofroth
    @duaneatnofroth11 ай бұрын

    What new topics has Brilliant helped you learn?

  • @andredoestech
    @andredoestech10 ай бұрын

    is there a link in the description to what he is talking about or am I just dumb?

  • @saurabhsamridh4635
    @saurabhsamridh463510 ай бұрын

    Where can i get this book?????

  • @vivekpatel3752
    @vivekpatel375210 ай бұрын

    One can apply for Omdena projects

  • @emiliopalma9272
    @emiliopalma92727 ай бұрын

    Thank you. 🙋🏻‍♂️

  • @joshuaheathcote2116
    @joshuaheathcote211610 ай бұрын

    Holy cow. You are my go to guy!

  • @Andrew-ss5vb
    @Andrew-ss5vb7 ай бұрын

    The affiliate link for the book I believe is broken.

Келесі