Data science roadmap: What skills you should learn first?

Рет қаралды 416,993

Күн бұрын

Hi friends, in today's video I am sharing my self-taught data science roadmap and first skill you should learn as well as learnings resources and my method for learning any new skill. If you have any questions or suggestions for next video, leave it in comments.
Link to the Statistics book: bit.ly/3n5f3Jc
My Self-Taught Data Science Journey: • My Data Science Journe...
How I Would Learn Data Science in 2022: • How I Would Learn Data...
Why is Data Science Job Search Hard? • Why is it Hard to Find...
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DATA SCIENTIST
📊 Data Science Certificate 👉🏼 imp.i384100.net/DataScienceCert
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DATA ANALYTICS
🏅 Google Data Analytics Certificate 👉🏼 imp.i384100.net/GoogleDataCert
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PYTHON
🐍 Python for Everybody 👉🏼 imp.i384100.net/PythonSpec
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SQL
⚡ SQL Basics for Data Science 👉🏼 imp.i384100.net/SQLforDS
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MACHINE LEARNING
🏅 Machine Learning Bootcamp 👉🏼 bit.ly/machine-learning-atoz
⚙️ Machine Learning Specialization 👉🏼 imp.i384100.net/ML
STATISTICS
⚙️ Statistics for Data Analysis 👉🏼 bit.ly/statistics-data-science
📑 Intro to Statistics 👉🏼 imp.i384100.net/Stats
EXCEL
🎨 Excel for Data Analysis 👉🏼imp.i384100.net/Excel
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kzfaq.info?...
0:00 start
0:09 background - "sexiest job"
0:42 my journey into data science
1:30 find your niche
3:40 3 options to enter the field
5:19 first skill to learn
8:09 learning method & resources
BINGE THESE PLAYLISTS NEXT
Starting in Data Science: • Starting in Data Science
Learn SQL: • Learn SQL
The Tech Lounge: • The Tech Lounge
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
#datascience #roadmap #statistics

Пікірлер: 415

@jafrinajabin4438 2 жыл бұрын

Thank you so much. I was literally feeling lost to figure out what should I learn first. Python, R, SQL. Now, I got hope. Thank you so much for your videos.

@ben-cb5er 2 жыл бұрын

Valuable content and glad to see someone pointing out a book they read because it's not easy to pick a good book as there's many of them. Thank you for sharing

@aparnag.4862 2 жыл бұрын

Hey Sundas, Great Video! Thanks for sharing your tips. I have one suggestion/request on a topic you should do i video on. Paths of carrer progression in data science/analytics. This will be helpful for people like me who have already spent a year or two in data science field to understand what are the directions you can take to progress in this field.

@TonmoyAnanda 2 жыл бұрын

Sundas hits the spot with the message - "Start with STATISTICS!" Tools like SQL and Python are important, but not as vital as statistics. One of the most useful insights for anyone starting career in Analytics or Data Science.

@ImmigrantLife 2 жыл бұрын

It's so important that people like you come up with such good content in order to teach folks that data science is not just about programming language and applying random ML libraries to get >90% efficiency. Like you said, Math and stat is always the key and everyone should start with that, even though we don't often use it in real world scenario in companies.

@SundasKhalid 2 жыл бұрын

Thank you! I appreciate your comment and encouragement.

@chaithdridi2718 Жыл бұрын

Greetings.Do I need to learn calculus before tackling statistics or I can directly start learning statistics without needing calculus

@SmartStartTEFL Жыл бұрын

@@chaithdridi2718 calculus is a must. Even the simpliest Linear regression is in essence calculus

@dr.mohamedaitnouh4501 Жыл бұрын

Great video straight to the point. Thank u so much for helping me make a first idea. I am a mathematician going to transfer to this Data Science world. Seems learning statistics first is key them Python and R and SQL.

@Hastur876 Жыл бұрын

@@SmartStartTEFL linear regression is matrix algebra, not calculus.

@hamiby3995 2 жыл бұрын

Saw you on the Google data analytics course and somehow you popped up on my recommended videos on KZfaq 😁 appreciate these videos, very helpful! Following you here and on instagram!

@haley2486 2 жыл бұрын

This video was helpful! I'm currently a UX Researcher and have my feet in both qualitative and quantitative research, where the quantitative requires a lot of data analysis. I enjoy diving into data, but wasn't sure which route I should take for my particular job to build out more of a niche in a Quant UX Researcher role. Now I feel like I know more of what I want to dive into further and want to focus more on the Data Analysis route.

@WalterOtienowais Жыл бұрын

Practical statistics for data scientist book

@sharat.achary 2 жыл бұрын

Hi Ma'am, Sincerely thank you for sharing such a valuable information especially for me as I have been just wandering on YT and other mediums to just get started. I want to remember this day and this video down the lane when I figure out where I belong in the Venn diagram and achieve it. Thank you for pointing out a much efficient approach and direction. Truly, Sharat

@antoanetamanko7457 2 жыл бұрын

+1 on the book! It is a great resource to start with! And it also has coding exercises, which helps a lot with practicing stats and coding.

@mohitupadhayay1439 2 жыл бұрын

Hey can we talk on Insta? Need your help.

@xhuduwfucalwodo 2 жыл бұрын

@@mohitupadhayay1439 No

@PATRICKCHUAD 2 жыл бұрын

thanks for sharing your experience in transitioning to data scientist role. Some of your suggestion is good which is actually what I'm doing so far, watching different you tube video on on same topic because as you pointed out different people has their own way of interpretation of the subject and is more simplified , until you fully grasp the subject. Please keep sharing your knowledge.

@galenseilis5971 Жыл бұрын

I guess basic statistics can be learned quickly, but I disagree with "there's not much to Statistics". It is a vast subject by itself.

@dinhxuanloc94 2 жыл бұрын

This is what I looking for to start my data scientist journey. Just done with Python and SQ, I was trying to find something belong to fundamental and build up mindset.

@ranjits7383 2 жыл бұрын

So true on "Learning Statistics"!

@ShankariS-oc4se 2 жыл бұрын

Wow, thank you very much for making this video! I was a little unsure where to begin, but your video clarified everything for me.

@SundasKhalid 2 жыл бұрын

Glad it was helpful!

@praveens4795 2 жыл бұрын

Yeah

@muhammadshoaib1516 2 жыл бұрын

When you said "people with non-tech background"...my heart pounded "this is the place".😍 Thank You!

@chuanqizhu1549 2 жыл бұрын

Thank you for this video! It helps me become clear about what data scientists do!

@Wisdomshots9 2 жыл бұрын

I love this... Much love from Nigeria I studied industrial mathematics at undergrad and did a lot of statistics... My ist love has always been computer science and my passion is machine learning

@omoladelekan5139 2 жыл бұрын

Hey man..... I'm from Nigeria also and just starting my data analysis career

@Wisdomshots9 2 жыл бұрын

@@omoladelekan5139 wow that's great to hear... we should stay in touch

@Danniebeauty Жыл бұрын

@@omoladelekan5139 I'm from Nigeria as well and starting up my data science career.. How has your journey been so far?

@vuyisilekhupiso7529 Жыл бұрын

Thank you sooo much for this....You just saved me precious time, really taking your advise on learning stats.

@mahindharkumar3379 2 жыл бұрын

Appreciate the content, thankyou for doing this!

@rosemarychidera4643 Жыл бұрын

As someone who wants to learn data science, this is been helpful. It cuts the going around and watching all the videos in DS without understanding anything

@vaibhavluthra 2 жыл бұрын

Best information for how to get started. I have been working as data engineer and have decent knowledge about things used in this space but everytime I think of machine learning course...statistics comes in the way and I am bewildered. Statistics is the best way to get started :)

@SundasKhalid 2 жыл бұрын

Thanks for sharing insight from your experience!

@anushagiridharnaik9576 2 жыл бұрын

Mam I am bsc pmcs students ... physics and computer science is my major subject...can i do MSc in data science.... please reply me..... 🙏

@xhuduwfucalwodo 2 жыл бұрын

@@anushagiridharnaik9576 Yes you can

@anushagiridharnaik9576 2 жыл бұрын

But mam...new education policy ...my major subject is only computer science...there is no maths subject... when i am final year,my subject is computer science onaly...so i can eligible for MSc in data science... please reply me mam ..and iam not statistics background ...in my degree onaly two science subject are there that is physic and computer science...so i am eligible or not....onaly cs background student can join the MSc in data science... please please reply me

@amalhamza8000 2 жыл бұрын

Thank you for your explanation Wish you the best in your professional life ♥️♥️♥️

@AccountancyPoint 2 жыл бұрын

Thanks a lot for your precious suggestions about data science.

@rafidhealham1577 2 жыл бұрын

great video for me. thank you so much. just found you out today and now I am officially considering you as my mentor.😂

@MrData_ Жыл бұрын

Thanks, very explicit. You actually broke it down very well.

@gowthamrajendran4465 2 жыл бұрын

Thank you for this video mam… got lot of motivation from you in google data analytics course.

@imdadulhaque9757 2 жыл бұрын

This is mind blowing explanation.... it's too helpful. thanks for making this❤️

@deshabhaktg6530 2 жыл бұрын

Thank you so much for such an insightful information. On to statistics now...

@atifyaqoob5179 2 жыл бұрын

Thanks for sharing informative info and showing the right path ma'am. 🥰

@mohamedslyemi5620 2 жыл бұрын

Wow that was awesome!!! Now I feagured out from where to begin

@rutuj333 Жыл бұрын

Hey Sundas! You are here just when I needed guidance!🤩 Thanks soo much for being here and doing this for us!!❤️ Also wanna request you if you could elaborate Data Science fields/Job profiles!??🙌 Since I belong to Non-Tech background, have no idea about them..

@SatishPatil-nm1fw 2 жыл бұрын

Went through your channel & seen most of the content it's very much inspiring. With respect to current video I would like to mention, I studied statistics in my academics (B.E + MBA) also its worth to mention my professor for Statistics was J R Nagla (Author of book --Statistics For Textile Engineers), But I never got a call for job basis Statistics knowledge. I always been asked whether I am good at SQL, R, & now days Python🤷🏽‍♂️

@valeeereader5056 2 жыл бұрын

so do u think your Statistics degree was worthy in order to be part of the data science field? I'm an stats student and I wonder the same lol

@anuronguha0898 2 жыл бұрын

@@valeeereader5056 yes it helps

@jessicagomez1760 Жыл бұрын

Thank you so much for this info. I had an idea statistics was a good place to start and I saw that book on amazon too. I am very excited to start my journey in business analytics✨

@mohomedrameesmohomedraheem9841 Жыл бұрын

Hii im also gonna do business analytics pls dm.me

@swetasarang2172 Жыл бұрын

Thank you so much for this wonderful and helpful information.

@ayodelemichael1642 Жыл бұрын

Your content is extremely useful. Thank you for the insights you shared

@aaabul 2 жыл бұрын

Finally a helpful video for me on data science 👍

@laraibriaz8173 2 жыл бұрын

Thank you Sundas such a helpful video, please keep making more

@saktheeswariprabhakaran7070 5 ай бұрын

Amazing video, I was wondering where to start and what to learn to kickstart my career in datascience, this video helped me. Thankyou so much for your video mam!

@swanandchavan6631 Жыл бұрын

This is for what i was actually searching for

@aparsa-mit Жыл бұрын

Now I know machine learning is what I am about. The other three overlaps and the respective field is irrelevant to me. Thanks Sundas!

@SachinKumar-je2to 2 жыл бұрын

Thanks mam for valuable knowledge , please guide me about which one should I first start if I am focussing on machine learning

@prakharjain8739 2 жыл бұрын

Thank you ma'am, This video will really guide next gen Data Scientist like me 😊

@SundasKhalid 2 жыл бұрын

Glad it's helpful!

@sandiptiwari8777 2 жыл бұрын

Wow!! Very informative video thank you so much mam🙏❤

@virajwaikar5494 2 жыл бұрын

Ma'am u r video was really useful for youngsters like us so we can decide our field in this tech world ...😇😇😇

@siminli716 2 жыл бұрын

thank you so much, information you shared are very inspiring

@bishwarai 2 жыл бұрын

Thank you so much for such an insightful video

@lassarvellara6585 2 жыл бұрын

Nice presentation, thanks again for sharing 👍

@harmeenkaur4034 Жыл бұрын

Thankyou so much it was soooooo helpful...as I am going to start with my journey in this field may be this will help♥️♥️

@CarlaML15 Жыл бұрын

I loved the video. Thank you!!

@grahamwilliams2632 Жыл бұрын

I ordered the statistics book that you recommended. Thanks

@mysterygamer-wk2kn 9 ай бұрын

Thank you! That is so helpful how and where to start Data Science profession. I was a kind of confused. But, hopefully this was helpful.

@uzair00la 2 жыл бұрын

You have some very good content. Keep it up!

@SundasKhalid 2 жыл бұрын

Thank you!

@ithisrinu9593 2 жыл бұрын

Thank you for valuable information

@ZugZugBoi 2 жыл бұрын

Thanks for explaining!

@gazitowhid 2 жыл бұрын

excellent mam, very inspiring, thanks for sharing

@asfandyarsaeed6402 2 жыл бұрын

I have been watch your videos and am really motivated by your hardwork >> want to extend my career in Data ENgineering and now a days I am getting free course of ML like ML by Kaggle,AWS ML foundational course. Some time I start thinking that i will be lost by getting these courses. so I request you to make some video related to Data Engineering,How a data Science Learner can switch into data engineering and How can ML Engineer switch to Data Engineering I think this will clear many students confusion

@mudaliyarnz3797 2 жыл бұрын

Great stuff! Thanks 😊

@techworldwithmukesh4287 2 жыл бұрын

Thank You. It really helps in figuring out the steps for data sicience.

@ramyapodavati8288 2 жыл бұрын

You are Amazing 🙌🏻🙌🏻, thank you so much for this video.💜

@SundasKhalid 2 жыл бұрын

Thank you for watching!

@hunain9287 2 жыл бұрын

Thank you for the great content!

@SundasKhalid 2 жыл бұрын

Thanks for watching!

@143kamalesh 2 жыл бұрын

So helpful thankyou so much ma'am 🙏

@ozairakhtarcom 2 жыл бұрын

Thanks a lot for all the information.

@user-df3qf6uk5r 9 ай бұрын

I have watched many videos on yt but mam ur too cool the way u expalined it was fab thankyou mam I love u mam and once again thankyou for sharing this kind of video

@skynetrules340 2 жыл бұрын

You re awesome! Could you please upload how you cracked Google DS interview. Step by step, what type of questions were asked and what was your thought process. This will be of great help.

@candidlyvivian 2 жыл бұрын

Love this Sundas! :)

@suyashjaiswal2782 2 жыл бұрын

Algo gods bless this video !!

@nandagopal375 2 жыл бұрын

Thanks for valuable information

@akshatham6169 2 жыл бұрын

You literally explained in a easy way where the steps you have explained here, would help many to reach their goal. Loved it :)

@SundasKhalid 2 жыл бұрын

Thank you so much! I am so glad you found it helpful.

@ihtashamulhaqkundi8023 2 жыл бұрын

Awesome 👏

@rabiukhalid3907 Жыл бұрын

Yours is the best ❤️

@codendesigning1197 2 жыл бұрын

agreed with you very well explained

@vernacularbarnarchitecture 2 ай бұрын

Thank you so much!

@anumeyana7016 2 жыл бұрын

Thank you for such an informative video, appreciate people from real time experienceare sharing it with people which will he a great help to so many.., I'm working as a software engineer but don't think I'm good at technical so was thinking to move to non technical roles. And these thoughts are really tiring when u end up in too many options and not able to conclude. I am with Bsc maths and Msc computers background, and in 2016 thought searched so much how to utilise my maths skills in IT, but unfortunately couldn't find so much that time..now when I hear on Data scene I feel I lost so much opportunity, but I would like to resstart my learning and your videos are really inspiring. Is it okay for a person with almost 8years gap from Bsc maths to start on Data science now? Please reply

@vinayl910 2 жыл бұрын

Thank you dear .... you encourage me.

@abubakar205 2 жыл бұрын

But the truth is we all know in reality in while doing jobs we don't need a very deep knowledge of stats and maths to pursue a career as ML engineer or Data scientist simple blogs published on Towards data science will be enough to give us basics to work on also keras, pytorch, tensorflow are providing ready to use algorithms of ML and deeplearning so if you don't even have deep knowledge of stats you can still pursue the career in data science

@chacmool2581 2 жыл бұрын

Yeah. I wouldn't hire you. Anyone can be a software monkey. Fewer, much fewer people can do the math.

@RiteshSonavane 2 жыл бұрын

Those who know that is the key difference between a mediocre and skilled person so will be their salary.

@chacmool2581 2 жыл бұрын

@@RiteshSonavane I see it in my graduate program. Students often ask, "tell me when to use this, and when to use that", when the answer to the question is "it depends." And knowing how and why it depends is the true knowledge. People want the formula, they want to simply pull the lever. push the button. People don't want to have to think. But there still no free lunch.

@RiteshSonavane 2 жыл бұрын

@@chacmool2581 Yes totally agree, I agreed to your previous comment too 😅.

@johnwig285 2 жыл бұрын

That's not the truth that's just sweet talk someone told you. Companies dont want ppl who only know how to use built in libraries.

@carwarehou 2 жыл бұрын

Your video is very helpful for me mam thank a lot for this video ❤️❤️

@sbaek007 2 жыл бұрын

I absolutely agree with your comments about statistics and I love/own/have read the same book cover to cover. There is now a 2nd edition with python implementation. BTW, reason I am leaving comment is to hear your thought about the actual interview questions. I recently went through google data scientist interview (1 hour tech screen) and to my surprise, the question was straight out "coin flip" probability and expectation problem... I was really surprised because the question is very much contrived and I couldn't come up with the answer very easily at first. That was the only question (some resume related question before that, of course) I got in the session. As a data scientist myself, those type of questions are really hit or miss and personally I don't think it'd help to measure one's understanding of stats or technical background. How would you suggest prepare those?

@maazshah8420 Жыл бұрын

Can you give me your Instagram id i have to ask some questions bro

@seancruz954 Жыл бұрын

Great video, Thanks!

@RyanRJ 2 жыл бұрын

Great info!

@shahooneychowdhury1212 9 ай бұрын

thanks mam your Video really soo much helpful for me ❤️❤️❤️

@lifeoftravel535 Жыл бұрын

Really Nice and Really Beautiful " Data science roadmap " . Stay Connected!😍😍😍🤗🤗🤗

@idahosadavid6595 2 жыл бұрын

Thanks for the insight

@gabrielbolaji8617 Жыл бұрын

Nice 👍 keep the ace up

@ranganathindunil9544 2 жыл бұрын

I't is very useful. Thank you so mush Sundas Khalid.

@yashpawar1891 2 жыл бұрын

Thank you for the info and please make new videos relating to non tech background into data science roadmap

@kalyaninayak9255 2 жыл бұрын

Thank you Sundas for sharing the information. The videos on your channel are really inspiring. :) I have worked for 5 years in Software Testing and have career gap of 6 years as I took break for my personal reasons. Now i want start again and planning on Google Data Analytics Certification. I have no prior knowledge of programming language. Can you suggest any good website or any videos for the better understanding?

@RudolphMensah Жыл бұрын

Thank you, super helpful

@asifshaharia2756 2 жыл бұрын

your channel is my favorite.

@bijaykhanal1448 2 жыл бұрын

U r awesum.thanx from nepal. Looks like there are a lot of topics in that book. Im lost as to which are the topics i should learn in statistics for data science.

@Mi-rinconcito 8 ай бұрын

Thank you for your video. I am an entry level Software Engineer, and I want to learn about Data Science :)

@betanapallisandeepra 2 жыл бұрын

🥰🥰 thank you for doing it

@osamahameed1236 Жыл бұрын

It depends when u are stepping in the field DS. I am Electronics Engineer. It took me only 2 weeks to learn DS at beginner level. Before stepping in to DS, i had already studied Calculus, Differential equations, Linear Algebra, Probability and stochastic, Numerical computing, Computer programming, Digital image processing, Signal processing, FPGA and Control systems in university. I had learnt programming in several language during my degree C, C++, Matlab, programming of signal processing computers, FPGA boards, Microprocessors and microcontroller.

@dr.mohamedaitnouh4501 Жыл бұрын

Did u become millionaire with all this? Hhh

@saikatchatterjee2100 Жыл бұрын

Thank you for Nice Video.

@muhammad6780 Жыл бұрын

Great video. Thanks

@hasanmahmud4543 Жыл бұрын

Beauty with brain& skill... 😁😍🥰

@jpyramjd Жыл бұрын

This was very helpful

@beltayefhanen1151 9 ай бұрын

وقل ربي زدني علما و علمني ما ينفعني و انفعني بما علمتني

@chhupa_rustam7667 Жыл бұрын

Thank you👍

@zohaibaamer9180 Жыл бұрын

It was a great vid!

@Cat-jz6cr Жыл бұрын

I'm an administrative assistant supervisor for a federal agency going on 8 years. I hate it. Feels like the biggest waste of my time and energy because we lack the tools you would think an organization like that would have to help manage data and the piles of paperwork. Instead, it's a lot of us female admin assistant manually cranking wheels to just to make anything move. I hope I can do something to initiate a career change in the near future. I have been looking more and more into this field. Thank you for your video and content!!!