How I Would Learn Data Science in 2022 (If I Could Start Over)

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Hi friends, in today's video I am sharing my framework on how I would learn data science in 2022 if I had to start all over again. The video is inspired by ‪@KenJee_ds‬ who recently did a video on this topics and I wanted to share my take from experience.
Videos mentioned:
Python vs R | Which is Better for Data Scientist? • Python vs R | Which is...
How I Would Learn Data Science in 2022: • How I Would Learn Data...
My Self-Taught Data Science Journey: • My Data Science Journe...
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0:00 Intro
0:51 Study the Job Family
2:30 Research the Role
3:46 Learn Stats & ML Theoretical
5:26 Learn to Code
7:14 Build Project Portfolio
9:26 Prepare for Interview
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Starting in Data Science: • Starting in Data Science
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ABOUT ME
I'm Sundas. I'm a self-taught data scientist from a non-tech background, currently at a FAANG company. I have been in the industry for over 8 years spread across two big tech companies. On this channel, I share tips for people interested in entering data science with the goal to democratize knowledge and make complicated topics digestible for everyone. All opinions are mine!
PS. Some of the links included are affiliate links and help me keep this channel going. Thanks for the support.
Business inquiries: info.careerpy@gmail.com

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3 авг 2024

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Комментарии : 255

@SundasKhalid 2 года назад

Thanks for watching! What does your data science path looks like?

@mohan250s 2 года назад

ur my inspiration mam

@vikaskumar-kc4jv 2 года назад

Hello Sundas, in context of "Learn the code" could you please tell us, What to learn, From where to Learn any reference like book website from where we can learn code part.

@djstevo02 2 года назад

I've started 3 days ago. Still researching the correct path to take to self educate. Found your page and 3 others and a couple of blogs to gain inspiration from.Doing a beginner course in Data Aynalitcs and studying how to code as of the last 3 days. Is it better to maybe work to become a Data analyst first and continue your studies to the point where you can take on the role of a Data Scientist? Or just go straight for the Data Science role?

@herg5787 2 года назад

Thanks for the info... that's really great and I agreed this path. I'm just begining and I also think Statistics is the first step to take!!

@asapnino3625 2 года назад

@@djstevo02 I am new too to data science ...still trying to figure out a road map to learning data science...is there any community for a beginner like me?

@GrowthMindset_J 2 года назад

I’m doing Master’s in Data Science. Statistics, Business and Maths are really important.

@NLarsen1989 Год назад

I think learning the theory before learning to code can be a really tedious way of learning data science in general. There is so much to learn in statistics, linear algebra, ML etc even on their own and if you try to learn this before even getting to code yourself and implement things you run the risk of burning out before doing "anything". I tried and failed to get into data science properly a few years ago because I tried to go through the route of theory first, through Andrew Ng course etc. What really helped was just looking at the typical go-to projects that we've now all seen on Kaggle and working through those, learning the theory as and when you need it. Learning to code gradient descent from scratch is nice but if you just want to see the fruits of your labour and understand what the typical day-to-day of a data scientist is you need to get your hands dirty by looking at data ingestion, cleaning, EDA and then modelling. Bit of a ramble but hope I made some sense :)

@dakshbhatnagar 2 года назад

Hi Sundas, great video. I am trying to make a switch from operations to analytics and I learned Excel and Tableau first and then learnt to code. Completely agreed that knowing the tool isn’t enough. You gotta be a pro to make them believe you have what it takes.

@emoon777 Год назад

Your videos are brilliant. I've been making lots of notes and they are really helping to shape my path!

@tonywims8848 2 года назад

Your advice seems very intuitive. Thank you for this video as I wouldn't have thought of it!

@baselbairkdar3883 2 года назад

Thanks for sharing! Definitely waiting for the portfolio building video

@adrianoholmes635 Год назад

Awesome. Thanks for this

@ramkyadi 2 года назад

A Great Summary, thanks for the inputs

@mohammedafanjeelani5431 2 года назад

Thanks so much for clearing it out. I am learning data science on my own. I started learning statistics few months ago, almost done. I was a little confused and restless if i made the right choice by learning statistics first. I read a lot of comments on quora where people said that coding should be the first step, it didn't make much sense to me. Now its all clear and i have gained confidence after watching your video. I have a similar road map to what you just said. Thanks so much for inspiring and giving us so much info. All the best and really looking forward to watch your future videos.

@KenJee_ds 2 года назад

Thanks for the shout out Sundas! Great video!

@Sahil_Anthony 2 года назад

Gods themselves🤩 ❤

@putitonasandwich2862 11 месяцев назад

This was very helpful! Thank you🤲🏾

@ramasubrahmanyam1499 Год назад

The steps and prioritization is really helpful.Thank you Sundas

@fabricembida4526 Год назад

Very good video with a lot of insights. Thanks very much

@kayteeflick 2 года назад

Thanks for the video Sundas! I still struggle to know what data science role I want to do. I'd love to hear more of your thoughts on picking direction when you don't yet have experience. There's a big gap between the skills I have now and some of the positions I am interested, but I'm hoping that I can still move around in the field as I learn more. My data science journey started last year during the pandemic when I was locked out of my PhD lab and needed to do something productive. My process so far 1. Data Science in R series from Harvard on Edx 2. Reading practical statistics for data science with a bookclub 3. Python programming course Pre4. Learned some linear algebra, calculus 4a. ML course 4b. Data science fellowship with DS4A Now. Learning SQL online! Always. Engage in DS community and attend talks to learn about various topics Next. Applied Machine learning class to do some project work and also I should finish my PhD this semester!!

@ShubhamKumar-xt3vi 2 года назад

Thanks so much,ur video is really helpful..keep sharing the knowledge.Learning stats now.

@alvy_._ahmed 2 года назад

perfectly explained. Thanks for the heads-up!

@SundasKhalid 2 года назад

Glad it was helpful!

@averysmith1940 2 года назад

Love the editing on this video!!

@raheemrasheed2721 Год назад

Thank you so much for this ideas. You are very correct and I got to know that as it fell in line with the structure of Datacamp schedule where I am learning Data Science now. I also appreciate you for mentioning Kaggle because I have been thinking where or how can I implement the little I have learnt. Well done 👍

@ajinkyakulkarni6336 2 года назад

This is like greate start of year for me. I was looking for ways to start about data science and suddenly RU-vid notification came out. Thank and have a great year everyone. ❤️❤️🔥🔥

@SundasKhalid 2 года назад

Amazing! I am so happy the timing of this video worked out perfectly!

@sehdevgamingtour2903 2 года назад

That's how AI worked

@lucianozaffaina9853 2 года назад

@@sehdevgamingtour2903 Hi, I am currently a google MLE, I am glad to tell you that I have written a lot of algorithms to suggest videos. I know what you’re researching on the web and I also know where you are right now.( Stop watching porn videos in the attic!). Have a nice learning path.

@sehdevgamingtour2903 2 года назад

@@lucianozaffaina9853 how do you know?

@johnjung-studywithme Год назад

Thanks Sundas! I wish I would've seen this video years ago especially studying the job family along with researching the role. Through trial and error, I learned these lessons the hard way haha. Currently continuing to learn statistics/coding and hoping to start building out my portfolio soon.

@yihongli350 2 года назад

Thank you, very inspiring video!

@zulaikhazakhiya2070 2 года назад

Thankyou so much for this video wouldnt be grateful enough for this....wish all success to you ahead

@SundasKhalid 2 года назад

Thank you! Glad it was helpful!

@ranganathindunil9544 2 года назад

Thank you for this video. It's very useful.

@jf_8311 2 года назад

This is very helpful, thank you!!!

@SundasKhalid 2 года назад

Glad it was helpful!

@punitchand4185 2 года назад

It's so greatfull of you Sundas mam to mentor us gracefully. I'm just 18 but see my future as data scientist and always get many more to learn from u . Mam please keep motivating students like me and others as well . need more videos on data scientist.

@drsatyag5619 2 года назад

Great job, thank you very much Sundas

@vivekvijay8763 2 года назад

Thank you for sharing such tips. keep going and do upload such videos

@SundasKhalid 2 года назад

I am glad it's helpful. More such videos are on the way!

@LeCranky 2 года назад

I do agree in most of your ideas. But I think that in terms of keeping the motivation high, it is better to start doing project very early on and having results to show, and iterate over it. Thanks for your video

@neerajsphanse 2 года назад

Hi Sundas, I must say you're doing great job sharing your experience of the journey of data science. I could so correlate to you when you said you jumped into this field just by hearing it was the sexiest job out there. I did it too !! Thanks once again for sharing ! I do get lot of insights from you. Keep up the great work you're dong

@alfatmiuzma 2 года назад

The last point on the interview process is 100% true. Can't agree more😎

@SundasKhalid 2 года назад

Yes, I can't emphasize on the last point. It's the last and probably one of the most important step in the entire journey.

@davidchang4463 2 года назад

Hi Sundas! I am a chemical engineer working in industrial automation for several years. I spent several years drawing conclusions from tons of process trendings and doing data visualization (when I I didn't know what it really was) until I found your IG and that's when I knew I was into data analytics. I am doing the Google data analytics certificate course and it is great so far. I am also hesitating to stepping into the data scientist role but I will see how the data analytics goes first. Thanks for inspiring me to give my career a new direction !( Changing at 35 is not easy!)

@santiagobardelli5675 2 года назад

Hi, David¡ I am an accountant in a similar situation. I have worked for 15 years as an internal auditor and eventually ended up focusing on data modeling by pulling data from SAP ERP. I think our experience is a good approach. Right now, I'm noticing there are posts for data analyst auditor positions, which means there are now members of the audit team who are only focused on producing data models for the rest of the team. In my case it is a good opportunity to take advantage of my experience and apply it to Data analytics. Thanks for sharing your experience. I hope my comment helps you.

@davidchang4463 2 года назад

@@santiagobardelli5675 thanks for sharing your experience!

@benhongoie1622 2 года назад

Very Practical advice 👌 thank you

@kourtneyalbert2937 2 года назад

Great information.👍

@amrebrahim7429 2 года назад

Thanks for this video. We realy love you so much.

@SundasKhalid 2 года назад

Thank you for watching, Amr!

@anjaliagrawal8770 2 года назад

Thanku for concept your video is so helpful ❤️❤️

@TechVerse90 2 года назад

Thank you so much for this video.

@GauravKumar-vp7dc 2 года назад

From?

@rutviktidke07 2 года назад

Very informative 👏

@kashafali9756 2 года назад

Thank you! This is really useful! Would love if you could recommend some resources for building theoretical knowledge.

@santiagobardelli5675 2 года назад

Hi Sundas! I have a career in auditing and over time I ended up focusing on producing data models by pulling data from SAP ERP. These days, this work is often done by data analysts. It requires knowing the data base and handling analytics tools (SQL, Script, Python, etc ...) I am learning Python and I am preparing for the CAP (Certified Analytical Professional) certification, to learn the methodology and accredit my qualification. After listening to you I think I should prioritize statistics. With my experience I think that I should orient myself towards business data analytics. Thanks for the info.

@alfatmiuzma 2 года назад

Reading JDs at different companies and LinkedIn Profiles of people already working there gives you pretty much insight into what all skills the company is looking for, and one can prepare for those skills precisely instead of pondering over a huge pool of skills. Smart move. Thanks Sudas for these tips😊 , always love your content ❤️.

@SundasKhalid 2 года назад

I am so glad you found this helpful. Thank you for watching and sharing your thoughts :)

@mohit4902 Год назад

Data Science/Machine Learning/Data Engineering/Data Analyst roles are incredibly overhyped and actually are not very rewarding. The competition is insane and getting a job takes almost 18 months of grinding to break into the industry. Plus you need a masters in Data Science to actually be considered for most roles. To add on top of that, there are insanely long hours and crazy work pressure, but relatively low pay in these fields,, You must choose your field smartly for the future - Java and Cybersecurity roles along with, network engineer, VLSI, and networking roles are always hiring. So are, product management, Salesforce, and PPM type of roles. Core fields are great but they just aren't that much in demand. Always choose IT or CS or Electrical/Networking and learn to code in Java or Javascript. You are pretty much guaranteed to get a high-paying job.

@Elvin12312 2 года назад

Very informative video.👍👍

@mdtasleem803 2 года назад

Thank you so much

@bholathakur2710 2 года назад

Thanks is very helpful

@abrahimzaman360 2 года назад

Helpful thanks

@answertoextremism 2 года назад

Thanks alot

@kazmeenchaudhary1850 2 года назад

Amazing content

@tomiwam1404 Год назад

Thank youuu😊

@sudarivithanage3365 2 года назад

Thank you💜️..I 'm also learning DS... your vedioes helping me too much💜️💜️

@MJGorecki Год назад

Thanks!

@SundasKhalid Год назад

Thank you!

@raymondlee8951 2 года назад

Very good tips 😘

@skincaretips3357 2 года назад

I like your videos. Thanks

@eguchiyuuki Год назад

thanks...!

@SaunakDey 2 года назад

hey Sundas this is an amazing video. Can you also chart out a path for 'Data Analyst' ?

@shobhitverma2478 2 года назад

I like your statement that "interview is about How much you know in a given time frame under a pressure" Keep on making videos and talk about data science.

@pl4195 Год назад

nice insight. I am finance background and aiming to develop my career as data scientist

@umarfarid7747 2 года назад

Thanks for guiding us in an amazing way. Love from Pakistan.

@harleenthind6845 2 года назад

This is so helpful😄

@SundasKhalid 2 года назад

Thank you for watching!

@kushal809 2 года назад

Amazing video 🔥🔥

@SundasKhalid 2 года назад

Glad you liked it

@v.v.tikaeet4619 Год назад

Dear Sundas .... Thank you very much. appreciate your explanation by simple things.🙂

@calmusdennis6242 2 года назад

HI sundas, I like what you do and we appreciate so much , so i have discovered am struggling with probability and the statistics part of data science any insights on how to approach that will be appreciated

@oksanaloseva7591 Год назад

This is an excellent video, and this strategy could be applied to every job. I paid a lot of money for the information you've provided for free and for everyone. Good for you, keep going 🚀

@NomiSyed1 2 года назад

Happy New Year from Toronto Sundus.

@SundasKhalid 2 года назад

Happy new year, Nomi!

@muhammadimranafzal8106 2 года назад

Hi Sundas, doin gr8 job, is there any playlist in sequence?

@arnobmitrautsab9646 2 года назад

Love From Bangladesh. Happy New year 💙💙

@devarshipatel7296 2 года назад

woww your information is tooo good😅😮

@dishantchavan7951 2 года назад

Hi, would you be able recommend your top 3 books for starting out in data science? Thanks

@SyedMuhammadAlifatmi 2 года назад

You have done amazing. Pkz make video on subfields in data science

@SundasKhalid 2 года назад

Thank you, Ali! You know it's coming :)

@abhipsachakraborty 2 года назад

Thanks for your work, Sundas! I am doing a PhD in English and learning HTML-CSS-Javascript right now. What would be my ideal path to getting a job in Data Science? I'm relatively unfamiliar with the tech field but so excited about Data Science and its possibilities. I'll really appreciate it if you could do a video about this topic, esp for folks from the humanities that want to make it into tech. Thank you so much!

@akshayiithyd 2 года назад

Why are you doing a PhD in English,if you want to get into data science?

@arjunkaliyath6389 2 года назад

I think the coursera Machine Learning course by Andrew Ng would be a great introductory course into this field and also udemy has a lot of good content for beginners looking to get into data science.

@abhipsachakraborty 2 года назад

@@akshayiithyd my interest in data science is recent although I’m an advanced grad student in English

@naveen12 2 года назад

Ideally Path is Mathematics>Statistics>Python>SQL and Excel >Data Structure>ML>Tableau 🔥You are Data Scientist 👨‍💻

@fawwazt1262 2 года назад

@@abhipsachakraborty i guess you should learn python and data structures first. After that you could learn more about natural language processing as you had mentioned that you are doing your PhD in English so you could have a job related to both DS and natural language

@nileshwarnarayan9106 2 года назад

Thank you Ma'am

@kshitijbhongale25 2 года назад

Ma'am you are inspiration for me because I understand your concept! 👍

@SundasKhalid 2 года назад

Amazing!

@michaelhaskew1041 2 года назад

Thankyou.

@venukumargadiparthy8233 2 года назад

Must to watch for beginners this video who want to start career in datascience field.

@ihtashamulhaqkundi8023 2 года назад

Nice 👍🏻

@suyashjaiswal2782 2 года назад

I was just going to ask you if you could make a video on this topic and you did 😅🙃 thanks a ton sundas !

@SundasKhalid 2 года назад

well, looks like I read your mind :) Thanks for watching!

@kundarapusanthosh7403 Год назад

How eloquent your english speaking is ! Nice

@Yeahp 2 года назад

Hi Sundas ,Excellent video .Please make a video on How I Would Learn for Machine Learning engineer role in 2022 (If I Could Start Over)

@khyatipiprotar6442 2 года назад

Hi Sundas, I am doing google data analytics certification and I saw you today in course 6. Enjoyed your motivating story and came back in here to confirm that it's you😀

@SundasKhalid 2 года назад

Yes it's me. Being part of the course is the highlight of my time at Google. I am so glad you found me here. You are super close to finishing the course. All the best!

@iWannaWatch16 2 года назад

@khyati Piprotar how much is the cost pf course

@kourtneyalbert2937 2 года назад

I would love your input on supply chain analyst as a master's degree. Thanks in advance.

@leaderoftheworld4176 2 года назад

Thank you sundas for this great video. But here is a thing i want to ask is that how can we do freelance jobs using data science? As upwork recently included data science as a hottest job?

@jawadahmad7991 2 года назад

I am doing my bachelor's in DATA science. You are inspiration for us Sundas !

@SundasKhalid 2 года назад

Thank you for being here, Jawad!

@syedhamzashah3803 2 года назад

Pucit, Jawad?

@jawadahmad7991 2 года назад

@@syedhamzashah3803 nope, IM|Sciences peshawar launched in 2019

@nageshn3173 2 года назад

Can you please discuss with example on the second thing you told in a vedio how to see in job roles and where to focus more

@anuragsharma1553 2 года назад

Mam thanks for this useful information.... I request you to please start some course to learn Data science.

@relative_vie 2 года назад

Really great insight for a noob like myself.

@SundasKhalid 2 года назад

Glad it's helpful!

@priyanshupriyadarshi5501 2 года назад

Hey sundas could you please make videos where you do some basic projects from scratch so that we can understand the process which a data scientist use to complete a project.

@SundasKhalid 2 года назад

Hi Priyanshu, that's a great suggestion. Let me know think of a project... feel free to share if you have any suggestions.

@priyanshupriyadarshi5501 2 года назад

@@SundasKhalid How about working on something related to climate change, health crisis, sales, energy crisis or Refugees. I am a beginner but really passionate about Data science I am currently learning stats and python but watching a complete project from scratch will surely help get some perspective into this domain. Thanks for replying❤️

@abikrsen3205 2 года назад

@@SundasKhalid yes this kinda video could be great for noobies like us to get started with their first project! Please do videos on this topic.

@MehdiSynopsis 2 года назад

I'm from Pakistan I'm very glad after watched your vedio this thing make me productive and passionate about data science journey

@niloofarnyb6966 2 года назад

Thank you for your videos. I graduated in Master of data science, right now i wana review everything that I learned, could you pls make a video about preparation for interview? 🙏🏻

@mohit4902 Год назад

Data Science/Machine Learning/Data Engineering/Data Analyst roles are incredibly overhyped and actually are not very rewarding. The competition is insane and getting a job takes almost 18 months of grinding to break into the industry. Plus you need a masters in Data Science to actually be considered for most roles. But even despite that, you are not considered for most jobs if you don't have work experience. To add on top of that, there are insanely long hours and crazy work pressure, but relatively low pay in these fields,, You must choose your field smartly for the future - Java and Cybersecurity roles along with, network engineer, VLSI, and networking roles are always hiring. So are, product management, Salesforce, and PPM type of roles. Core fields are great but they just aren't that much in demand. Always choose IT or CS or Electrical/Networking and learn to code in Java or Javascript. You are pretty much guaranteed to get a high-paying job.

@JadeReys 2 года назад

Any books you can recommend as starting point to get familiar with data science concepts??

@percyfloresmanchego 2 года назад

Thanks Sundas. Where do you study?

@neerajanoel7086 2 года назад

Could you suggest a course for learning statistics for data science?

@ashuetrx 2 года назад

How would you teach yourself about business metrics or how of the applied data science if that really exists ?

@lalithiray110 2 года назад

Hello Mam, I am From India and I am 17 Year Old, I have done 2 Python Specialization On coursera From University of Michigan And Google and Recently I have also Complete IBM Data Science specialization and now working on Johans Hopkins University's Specialization. What should I do to be a Data Scientist quick As possible At from This Step 🙏🏻 I always watched Your Video and I always get Motivated as well as I choose What to do from taking what You said. Thank You alot. You always Inspired aspired Data Scientists Like me. 🙂

@akshayiithyd 2 года назад

Awesome man You have done a lot of self learning

@SundasKhalid 2 года назад

Hi Lalit, I laid out a path in this video, please watch it from start to finish and pinpoint what steps you are missing from it.

@abikrsen3205 2 года назад

@@SundasKhalid feels great to see you atleast reply to your subscribers. Cool !

@z2t942 2 года назад

I would go date a girl at 17 ....chil dude ...relax ..what’s wrong with ya

@zarakikenpachi1773 2 года назад

I am so overwhelmed with the thought of maths, as I am from a non CS background. Could you suggest the essential topics in Maths that I should focus on?

@krishnak5774 2 года назад

Important topics are:- probability,sets, combination, variations, permutations, statistics etc.

@lindileskupela1429 2 года назад

Mathematical Statistics and Linear Algebra

@shashwatsingh8941 2 года назад

Watch 3Blue One Brown, u'll enjoy maths 🤗

@milanradovanovic3693 2 года назад

Start easy... Learn what a vector is, how to add and multiply matrices... Probability and stats are important but you can start without them. However linear algebra is something that is needed... For that mather you only need small subset of linear algebra and it is more important to learn how to implement adding or multiplying matrices in python them to learn some distant and obscure things from it.

@Atlas92936 2 года назад

Sundas states in this video that she would learn concepts before any coding. Learn at the theoretical level or at least close to it. Mathematical Statistics: If you want to parallel a college course use textbooks- college courses typically follow a textbook as a guide. Book: Mathematical Statistics by Larsen and Marx Videos: MIT open courseware (choose a probability and statistics class) Linear Algebra: Khan Academy and MIT open course ware are my favorite resources for this. When you are done, learn to implement Matrices in R and Python. Learn to Program, I recommend R because it's easier to implement Statistics right away. This is just to reinforce Statistics concepts. Do a Statistics path on datacamp. You are still learning statistics here. Then Start Python. DataCamp is a good place for all things datascience. Supplement that with the math I mentioned before.

@itsrainingcatsanddogs 2 года назад

what resources did you take help from for being able to self teach

@christopheribarra1170 Год назад

How long did it took you to go from starting self-taught to getting a job in data science or data engineering?

@Jemi-Nour Год назад

thanks

@smarttoolsgadgets3181 2 года назад

I want to learn Data Science. There is lot more material on web but an experienced person like you can better suggest from where to study these first and third step. can you suggest please ?

@kidtoucher302 Год назад

Hey Khalid, I'm 16 years old and interested in learning data science. Can I learn data science the way you said and start freelancing instead of interviewing? (Which I probably can't right now). So that I can improve the data science knowledge and also be good at it even more.

@chacmool2581 2 года назад

Would you get a master's in it? Does a master's make up or replace that experience required for so-called "entry-level" jobs?

@kalaivanis7042 Год назад

I'm following your videos regularly, it will be helpful for many learners who are aspiring data science . Currently I'm studying CS . Can you please share the tips or any tools for learning statistics. I found difficulty in learning statistics.

@mohit4902 Год назад

@kalaivanis7042 Год назад

@@mohit4902 Thank you for your time , and your kind advice 😊 are you in Data science field?