The Complete Data Science Roadmap [2024]

[@nickst0ne]

Thanks for the video. I'm not set on becoming a data scientist, but it's reassuring to see that with a background as a software engineer, and previously data analyst, pivoting towards data scientist would not require a lot of efforts.

[@ashaduzzamansunny5724]

that's what I was looking for ,thank u Mosh for this awesome informative video 🤗

[@technosite2956]

Dude!!! You gotta start a Data Science course. - Universities are sh*t in these areas. and not only do we have to spend massive money on Tuition but also another massive money on online courses to cover for what university is doing. - I also rely on you so much because you give the course in such fun way to love coding Plus to make it entertaining to watch unlike Collage. You also make us do exercises and then you make step by step solutions on what we missed. Honestly with your courses Universities doesn't stand a chance. - You will find a lot of students here or even graduates apply to your courses if you make a Data Science course. I know it's tough to make. but Honestly I think No one like you make coding that much fun. I hope you consider making these courses.

[@jay_wright_thats_right]

you kids are so lost

[@jenny-DD]

Nay- just make KZbin videos - No jobs in data science

[@androratz]

@@jenny-DD ssly?is it?

[@yousuf_shah_1]

NICE FOR ROADMAP PDF.

[@forchessme5785]

Like me if u wanna be ML engineer 🎉

[@dizzybartender2955]

I just applied for an ML Engineer!

[@Lalalala22537]

you need masters or phd level knowledge.

[@TerriTerriHotSauce]

Super like. Not everyone wants to be a faker scientists.

[@egon954]

So what happen if I like you

[@ferneycastano2257]

If you are going to follow this roadmap, consider adding sections on soft skills and communication, project management and Agile methodologies, ethics and data privacy, domain knowledge, advanced machine learning techniques, cloud computing and data engineering, and practical projects and portfolio development. Good Luck! 🎉

[@Holy_Grail_of_ML]

You gave an Amazing Roadmap. Keep up the good work.

[@leptium]

I appreciate the value your video provides, serving as a soothing experience and a catalyst for ideas. It is not uncommon for individuals to express complaints, however, what truly matters is the effort you have invested in structuring knowledge. By organizing the learning pathway, you have made a significant contribution, despite potential criticisms. I hope to convey my success to you in August 2026, from Maine, USA.

[@alanbarimoon]

Useful and enriching information that enlightens us on the path to the world of data science. Thank you Mosh

[@SuffyanAsad]

Many companies consider processing big data and data wrangling as part of data scientist's job, so big data should be learnt earlier in the roadmap, perhaps after getting familiar with numpy and Pandas. Second, getting familiar with a public cloud is not mentioned here, which is also an essential skill in many jobs. The specifics often depends on the role, and the job expectations vary widely, some focusing more on the Data Science side, and other roles like ML Engineer focus somewhat more on data engineering and product building side. So use this well put together roadmap as a framework, and tweak it according to your career goals.

[@saifulislamislam9281]

Thanks for sharing. Really appreciate it. ❤

[@CodeWithOgochukwu]

This is wonderful. Well done 👍

[@BelleMorue]

My first issue was to learn to do computation and playing with too large datasets for my computer capabilities. I start to understand my knowledge in networking and distributed systems could help me to get a higher level. Actually, I started with texts analysis and using transformer. It was not a bad approach, now I move to neural networks. I did not want to start with images recognition at the beginning. I wanted some tools for finance like finance robot and a capability to use ML inside financial statements from sedar+ with many conversational agents able to debate and train a third agent. I am a software analyst so it is easier to go inside coding complexity instead of maths.

[@Artistic___henna___HK]

Thank you for this 😭🙏🏻♥️

[@Reem-j9q]

please, if you can, make a Cyber Security roadmap. I need it so much

[@technosite2956]

Yes it would be nice and so much informative.

[@ferneycastano2257]

Yesss

[@Chikondi__banda]

Thank you so much for this Mosh🖤!

[@TheInnovativeTales]

Very useful and informative video. I was planning to enroll for data science course, and then found this video and watched it.

[@nythonvaiaa]

Valuable and insightful content that guides us on our journey into the field of data science. Thanks, Mosh!

[@CouchPotatoCrusader]

U are a life saviour! Thanku so much

[@sandy6T9]

who wants complete data science course on python by Mosh ?? like here

[@winner1338]

if not dislike, ok?

[@joyiproduction4905]

I want. But how much?? Can it be $50 only??

[@JourneyByJyoti]

I already completed with cwh

[@faizansaeed9126]

Thank you for this invaluable content. Please make a video on the road map of Data Engineering

[@raeesahmed7283]

Next Cyber Security Roadmap plz❤

[@reinasensi0]

❤

[@brunoyonngleopoldo4608]

I'm dive into this world and is amazing, Is not easy but the learning process is amazing Is the most challenge that I'd ever had. 😍

[@Ranjeetvishwakarma-72]

This is the only channel where I found all the solution of My every problem

[@Theo_hughes]

This was very helpful

[@Abdelaziz-Bashir]

It was a pretty good and easy explanation thank you ❤

[@eternal3469]

make a video on cybersecurity and ethical hacking skills to be learnt.

[@Anonymous-y8t6p]

Yes please.

[@ronitnayak3157]

Yes please

[@antonio-rz1ln]

You can go to KZbin and search there are Tons of tutorials

[@technosite2956]

Yes! That will be awesome

[@stanleyconnor6898]

CEH V12 (or higher) will help you

[@MikeDGreatAnalyst]

Weldone Mosh. We hope to also get there one day

[@juhibiswas3455]

Thanks Mosh for listening my request ❤

[@SNH1315]

Thank you for making this video, this video helps me focus on the important things so that I don't waste too much time.

[@gabrielferreira-e9v]

Благодаря тебе стал разбираться в арбитраже и связках)

[@prince-charlestoby1691]

I’m currently taking your SQL course. Hoping to take PowerBI, then projects, then Python next. A data analyst track with tutorials on these other parts will be helpful (especially PowerBI)

[@TasneemMohammad-oj3ie]

Progress?

[@renurenu7629]

Plz make a full course for data science...🙏👍👍

[@DiyorbekEshboboyev-p4j]

This is awesome and useful content thank you

[@SheikabdullaSheikabdulla-cy7ht]

I never seen a video like yours 🙇 roadmap for data science is very informative. Thankyou Sir, can you upload videos about data science please.... it's very useful for us.

[@arjunkapoor2312]

Roadmap to become an ontologist and knowledge graphs expert please !

[@venky76v]

Mosh, Do you have a course that a complete Data Science course? I want to see if there is course that covers all the aspects

[@كوكتيلضحك-ط6ج]

Can You make a roadmap for CyberSecurity

[@muhammadabdulla5224]

Cyber security roadmap please

[@kabeerfcc4153]

Very good for explanation in Urdu

[@MDTALKIES]

Amazing video ❤❤❤

[@aspilmichel3066]

Thank you for the energy, time, and effort you put into this video you are an amazing researcher. Why does anyone never make a road map for cybersecurity? Please, we need a road map for Cybersecurity, thanks in advance 🙏🙏

[@hemakumargantepallidataandai]

Amazing guidlines

[@amersohail794]

One additional skill is data scraping which will help to collect data from various sources :)

[@TheAnchor2626]

Thank you Sir

[@4363HASHMI]

This is an good map to understand information flow BUT it’s not an requirement to become technically proficient unless you are doing diagnostics

[@animalbhai264]

next career path for software engineers

[@Scott.Vantas]

Interesting roadmap. I'm currently making a carreer change from accounting to data science and this roadmap helps a lot.

[@PavithraS-gb8mn]

Hai bro ..how to download road map..I didn't get on mail

[@Scott.Vantas]

@@PavithraS-gb8mn check your spam or unwanted mails.

[@Nahzh-m1r]

Do I need Web Scraping 'Scrappy' for data science?

[@youtube-YTV]

The user is reassured that transitioning to a data scientist role wouldn't be too challenging, given their background as a software engineer and former data analyst.🤩

[@justsoonenough]

I am studying right now to become a ML Engineer and are soon going to apply for internships. I've felt like I don't know enough (Impostor syndrome) but seeing this video made me feel better. As I have knowledge in every step but deep learning which is a course I will have soon. Thank you so much!

[@dekev7503]

You forgot the part where you’d be competing with masters and PhD candidates for the same jobs.

[@pseudosupprimer8016]

Yes

[@AllenDende]

all along i was used to think i am a data scientist 😭😭😭😭😭

[@nanayaw7159]

Mosh you are doing a great job. Please can you record roadmap video on Data Engineering?

[@haniabdulrehman7774]

I'm going through the python foundations now @ functions currently..Subscribed to a structured 95 hour udemy course for Data science covering all the above mentioned topics!!!!

[@darkheaven25]

if possible pls send that 95 hr course

[@AhmedHashim-f9r]

That a mazing roadmap we want data analyst roadmap please let next video

[@Webprogramminglearn]

Nice information

[@kishan4278]

Pls make roadmap on cybersecurity like ethical hacking, cybersecurity engineer, pentester, cybersecurity analyst ,etc. I m waiting...

[@JamalGhazniwal-xr4wc]

Hi mosh! can you make one for blockchain software development please?

[@samodrahaqqiarifin4804]

i dont know what to choose nlp or computer vision, i dreamt to make like chat gpt which deep into nlp, but when i saw the video when computer vision its looks amazing😅

[@MostafaNaser-sz2mc]

Can you do game development roadmap? Love you from the UK ❤❤❤

[@Bug-Slayer-404]

Sir, do you intend to make a course on Flutter in future? If so, please reply. I want a Flutter course.

[@lejen1925]

MASTERING Linear Algebra, Probability, Calculus and Statistic in only 2 to 3 months?! I'm afraid that wouldn't be possible. It takes a whole semester if you take these courses in a university and you'd still have to pass calculus 2.

[@jimmyaki849]

There's absolutely nothing that can be mastered in 2/3 month. What he meant was to have a good grasp of what it is and being comfortable in it.

[@philtejeda3110]

Well, I prepared for my calculus 2 exam in like 2 days without going to class. I don't think it's that complicated.

[@semanuroguz3050]

@@philtejeda3110 you just learn for passing but @lejen1925 is compleltly right .there is a huge difference

[@vikesharora1004]

@@philtejeda3110 lmao real

[@omarelders]

It depends on your background I think

[@iot3136]

How did you make your terminal this beautiful 🤩

[@navya-s3v]

Explore various AI/ML specializations, such as natural language processing or computer vision, to identify your specialty and expand your knowledge.

[@fazlerabbiriad3375]

Please, make a data analytics roadmap.

[@aadivikram1506]

one thing which I wanted to ask is that can I do DSA in C++ instead of Python even in Data Scientist role?

[@ET_15_SHUKLA_HARSH_RAJKUMA]

go for DSA in Python dude!!, python makes more sense in a data scientist role and it is more convenient as compared to C++

[@haaziquesayyed5473]

Please make a roadmap for cloud also

[@AhmedHashim-f9r]

Next data analyst roadmap

[@JohnHacker-j4q]

when are you create video about full functionally CRM ? Mosh Hamedani ?

[@viraltube4232]

30 months

[@arjunmukherjee6961]

Stsrted learning from scratch, but now I reallised that it is not for non tech people😢

[@rajrohit488]

For an entry-level job, 3-4 hours per day for 1.5 years. You'll get an entry-level job

[@RupamAsh-w4f]

Please make a roadmap on DevOps

[@RandyAinsworth-tx6vn]

Would love to go this route but I sux at math now as I rarely use anything besides basic math haha

[@abeladisu73]

Mosh you are my number one instructor 2 years ago i watched you javascript and currently im full stack developer both java and react/next js i want to thank you, and why you dont make course in spring boot or jhipster??

[@programmingwithmosh]

Thank you, my friend! I'd love to create a Spring Boot course. The problem is: I'm one person and are loaded with so many course requests! I wish I could clone myself and do all the courses in parallel.

[@abeladisu73]

Haaaa, that is sp funny #Mosh, I'm really exited for your replay and i love your teaching

[@Joe_Joe1]

​@@programmingwithmoshis there any video Mosh doesn't make mention of the 80 20 rule ?😂

[@aspilmichel3066]

@@programmingwithmosh let's do that with AI 😂😂

[@khawar256]

good part for me that i already have data sicence skills. i just have to figure out the part that misses in puzzle

[@MomojimohYusuf]

KZbin shorts is very good rewards and nice make money in Fortnitue

[@duniacollymore1151]

Data Scientist here. I hope is not in that order cause i have learned SQL then R , then Python, then everything else lol, i have a background on stats, so that one does not count hahaha.

[@vslakshmibellamkonda1547]

Hi mosh, your free roadmap link is not letting me download it

[@sjreditingadda337]

Please make a video on AI Engineers

[@Mashpotatoceo]

Then why I'm wasting 4 years in college 🤓

[@Alex-eu6rw]

Cause you fell for the meme

[@carautomotive2508]

Just for degree bro 😅

[@ElevateNow22]

It's not as easy as it has been shown 😂

[@sibusiso_pk]

Guess you want a degree, that's cool too.

[@Mashpotatoceo]

@@Alex-eu6rw wat meme?

[@priscilla_pineda]

Are you going to make a full course for data science? I know you teach some of the things you need to know for it.

[@masontheworldtraveler3098]

How’s the journey going ?

[@rezwananasser1594]

Could you make a video about AI road map?

[@HMREDDYvalasala]

Make a video on data analytics also

[@KodwoEssel]

Still waiting for devops

[@sinan_islam]

This is why alot of people quit Data Science. You need to learn everything in the world.

[@eng.miroslavmanahilov1944]

So... this is a field for the passionately curious, sound good to me!

[@jay_wright_thats_right]

huh? it's not even a lot.

[@sinan_islam]

It is alot. You need to learn all of IT, and guess what? You are not done yet. You still need to learn all of the Domain Knowledge. Data Science is like a bucket, it is not usable by itself. You use Data Science with another field. For example, if you work in healthcare, you need to study medicine as well, beside studying Data Science which requires studying all of IT.

[@sinan_islam]

@@eng.miroslavmanahilov1944 Yes we are all super passionate enthusiastic bombastic fantastic at the beginning.

[@eng.miroslavmanahilov1944]

@@sinan_islam , hell yeah!

[@kimochiyokatta6968]

So machine learning is part of data science?

[@Leelasai3610]

Could you please tell me the data engineering road map Mosh… That one really help full to me…

[@Louis-dj1dk]

Am I the only one not able to download the road map ? I've never received the confirmation e-mail (neither in my inbox nor my spams)

[@natishighlight1666]

mosh we need a complete roadmap to become cyber security expert

[@ManganenTV]

create also a roadmap for RPA 😊

[@RaiyanRafizAnoy]

Dear Mosh Sir, Which is better to learn Web dev or Data science? You know about AI So which development is the safest job in the upcoming years? I am the final year student. So plz plz... Reply me as soon as possible Thank you! Or anyone can tell me which is better and safe and why?

[@flashflash679]

Did u find out which is better? Iam also in 4-1 pls reply

[@doughlasoburu]

Should I complete a single program language before I go to the other?

[@Ray81194_mw]

2 years for an entry job 😂😂😂 and here I was thinking I can get it done in 3 months

[@dekev7503]

You forgot the part where you’d be competing with masters and PhD candidates for the same jobs.

[@mohamedharrish7011]

Commenters, Which is a good pick for data science masters a Mac or a windows

[@SP123PRA]

Didn't receive the roadmap

[@SaidevNallamothu]

Please make a road map on iot..

[@grazvy3477]

The math part is just delusional or exaggerated to sound easy. I studied computer science at TUM. All those math modules combined would be 30 university credits, each representing 30 HOURS, resulting with 900 in total. On average, this is enough to barely pass the exams. He's talking about self study in a non-professional environment and "mastering" it in 2-3 months, this is crazy. It would take 22 full-time weeks to get 900 hours with good resources at hand, but "mastering" would only be possible for the 3%, optimistically speaking.

[@khizarstudy2095]

Not sure about credits and stuff but yeah those maths topics will take way more time to understand.

[@grazvy3477]

​@@khizarstudy2095 but it's still worth the effort. After fighting through the courses I really learned to appreciate maths and how to use it as a language.

[@vladimuji100]

You're right bro. I would like to see someone trying to learn Calculous, Derivatives, and integrals from scratch. Not possible in just 2 to 3 months, plus algebra linear. We know that before learning linear algebra, must to be tough in discret maths, and all of formal logic principles. Otherwise, no one can understand nothing about linear algebra or differential equations. And all of these are the basis for Statistics. I guess, the right way to talk about these things in this video is.. mastering in data science...for already graduated engineers. Becouse in university, data science is a mastering or maybe doctor level just for bachelors who already graduated.

[@grazvy3477]

@vladimuji100 I guess this video is more entertainment than real life advice. I doubt he's a data scientist himself with academic level math skills.

[@vladimuji100]

@@Ledo5256 No, you did'nt. You'r just trying to win an argument without argument.

[@haleh1118]

Thanks for the video! The link to the pdf file doesnt work.