How to Become a Data Scientist in 2024? (complete roadmap)
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In today's video I am sharing a Data Scientist Roadmap with 5 steps. I would recommend watching the video in its entirety as each step builds on top of the other.
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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 +10 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. Learn more at sundaskhalid.com All opinions are mine!
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#datascience
Пікірлер: 185
Thanks for watching! What are your thoughts on the future of data science career?
@yuriymazmanian9372
4 ай бұрын
I saw a report from the World Economic Forum and it said that the demand for data scientists will grow until 2030. I'm studying to be a data analyst
@ernesta6705
4 ай бұрын
I want to become a data scientist. I have done a bootcamp only on python with all the skills you mentioned 1 year ago and have projects on this. I like mathematics a lot but i sure need guidance from a professional like you on how to land a job in the field. I need to be confident to land interviews. Can you mentor me?
@ernesta6705
4 ай бұрын
Future of Data science is expanding but why is there difficulty to break into for fresh professional.
@justforfun9998
4 ай бұрын
I was thinking to jump in this growing field of data science but had no idea how to start. Now, I got track how to start.. this motivated me
@clerpington_the_fifth
4 ай бұрын
I am no data scientist expert by a longshot, but I believe I know enough to say that it will be highly relevant for a long, long time simply because it involves the most prevalent thing ever that will never go away: information.
Everyone wants to skip the math but that is the most important and longest part of this journey.
@SundasKhalid
4 ай бұрын
That’s a great point. Math is def a prerequisite to machine learning and one must have solid match knowledge.
@knast69
4 ай бұрын
Imo, this is what makes data science unique. If you don't like maths then it should be a sign that maybe you should choose something else to pursue a career in.
@clerpington_the_fifth
4 ай бұрын
It's the only reason I am interested in this field - that and it's interconnection with something generally a bit easier to use: computers.
@WhateverLahHor
3 ай бұрын
Yup, I quit my engineering job and pivoted into data science. I spent about 2 to 3 weeks learning Python, and now I'm 1 month into learning maths for data science - Linear Algebra, Calculus and Statistics and I foresee myself learning for another month or two. Math is the most fun part in data science, imo.
@vineetbhardwaz6552
2 ай бұрын
Math and statistics are what draw me towards DS. In fact, stats has been one of my favorite subjects.
One statement struck me really hard and it's everything for me: "Coding is a tool, Learn the data science before the tools" We pretty much fall into this trap in the tech world, thank you very much
@SundasKhalid
4 ай бұрын
We sure do.
Thank you for putting everything into perspective. I watch lots of videos where this terminology is bandied around, but often without context to other parts of the data world. You have clearly explained how the pieces all fit together and given us a path of logical progression. Excellent video!😃👌
Thank you Sundas! Started my journey about 1 month ago, and found this very helpful!
2 months into pivoting to data science after quitting my full-time job: I realised that math is everything and the programming languages are just tools to help you to use math in the digital world 😅
@iqrafatima5549
2 ай бұрын
Hey, how are you learning, what resources are you using, can u tell me a bit as I also want to start
@user-lc8qo8hb3u
19 күн бұрын
What to do when maths is not coming?
@somilagarwal161
2 күн бұрын
@@user-lc8qo8hb3uThen you go to maths
Making notes......so so helpful...thanks so much Sundas!
The amount of gravity & clear roadmap this video has provided is commendable. Thank you so much! This has solved my purpose.
Best video yet. Very informative, great details. Thank you
*Hi Sundas! This what I need. This video will be helpful. Thank you for sharing about how to become data scientist in 2024. Keep up! 🍁🌿*
Thanks for your insights. I'm an ex IT professional turned restaurant manager and currently looking for a way to get back to Tech. I'm still comparing bootcamps here in Canada and I believe the most 3 that stand out are General Assembly, university of Toronto continuing studies bootcamp (run by edx but also receiving a certificate by UofT), third is lighthouse which has the best reputation but it's not as recognized as UofT. Wish me luck
One of the most realistic roadmap till date!! Loved it!!
Thanks for content 📚 📖 Self learning love this way
It's clear and precise! Thank you very much. Could you please provide us with a tutorial on 'Applying Data Science to Cybersecurity'? We're interested in learning how to study Data Science in the context of Cybersecurity.
Always helpful content. Thank you
Thank you for this video. I guess one should enroll for a 2 years course to become data scientist and cannot be done in few months. I understand that now.
Thank you for sharing such a great Informative video☺
Thank you so much Sundas. I am currently is an Android Developer and planning to switch my career to Data Scientist. I found this video very helpful. Your contents are amazing! hoping to see more videos from you .
Highly informative and perspective 💯✔️
Very helpful video. Thank you.
thanks for your data science videos
Thank you for the content you are the best ❤️much love ❤️
Thanks for your break down. I'm sort of breaking into this but more UX.
Need How to land a job as Data Scientist because You cook KZread videos Crystal Clear. I like it.
This is amazing, you did a great job. I love you
thank you this video really helped me alot......
please kindly make a roadmap video for data engineering
You are amazing! Thank you
You're sharing amazing knowledge regarding Date science I really like it This video deserves millions of views and likes Keep sharing amazing knowledge
Thank you so much Sundas Khalid for this inspiring video. I am in the process of becoming data scientist, however I have conflicting thoughts, now am pursuing my bachelor degree in sustainable development and also am interested in data science. How can I do that? Is there a way I can use data science to complement sustainable development?.
Good thoughts on this crucial topic.
Your video motivates and encourages me because it tells a wonderful success story. Please explain to us in another video the most important courses or schools that help us obtain a data science degree in America, and the study will be online because I live in the Middle East.
Much helpful video, tqs
Great video. But I wanted to know whether is there a channel for the Business Understanding and product development. Could you please suggest some resources it'll be really very helpful. Also a book for Statistics and advanced statistics
Watching you for the first time, I found you awesome. I wish I could have discovered you a little earlier. Muhammad Mohsin from Lahore, Pakistan. Soon I'll be giving you good news about my career as a data scientist. Thank you, so much dear Mam, for your kind guidance.
thanks for the advice, can you give a ml engineer vs data scientist role work related video. what they do and how they differ?
Fantastic video 🎉
please bring a session how to to do revision for data science concepts in a fast and effective way
Thank you for sharing your insights. Could you give an example where understanding the math foundation behind data science helps your day to day as a data scientist? The only time when I found math/statistics to be helpful is analyzing A/B test results. I still have a lot to learn but do most data scientists who aren’t AI/ML engineers apply the mathematical knowledge in their job?
Thank you so much
Well said that “Coding is just an tool by which we can apply machine learning models to generate solutions”. Because we have to be a problem solver❤❤❤❤❤
Thank you Sundas, would you please make a video on improving communication skills for data scientists?
@SundasKhalid
4 ай бұрын
Thanks for watching :) I noted down the idea.
This is really a good video❤
Thanks! 😘
First Viewer of ur Valuable Informative Video kindly Guide me personally
I am in the process of becoming a data analyst through Career Foundry. The information you provided has been incredibly valuable. I was not aware of the importance of mathematics and statistics in machine learning until I watched this video. Thanks
@PDSREACTION
4 ай бұрын
is it only for us students?
@azmat1099
4 ай бұрын
@@PDSREACTION No, Anyone can sign up, but the promise of a job is only for students in the US, UK, Canada, Australia, and European countries.
@justforfun9998
4 ай бұрын
Where do you see yourself after completing the course from career foundry? Is it worth for me to start the course of data analyst from career foundry? I have done my graduation in statistics and teaching statistics for the last seven years..
Very informative
If you want to be competent in today’s market then you have to have advance knowledge of Statistics and Mathematics Because without these prerequisites you want be able to do even as basic bas linear regression
Thanks for clarifying the indepth concepts of Data Science field, because many of the students think that python is Data Science.😅
@SundasKhalid
4 ай бұрын
It’s a big misconception.
Please share your all favourite resources to learn data science it really needed
Very informative video
I will make a challenge with my self i will go with this roadmap and upadate every week until i get job or interview 28/5/2024
Thank you so much mam
How is the Julia language doing in Data Science? Did it get some interest but dropped off, or still too little known at this point? I find it fantastic for physics and math research, and it looks like a great tool for DS and ML in the near future.
Just Amazing.
Boom , you have done a great job and the ideas you provided so informative and helpful. One thig just want to ask, for those who above 40s, this road map is recommended or some other ways to swith or upgrade skills after 40 or even 50
Sundas, can you make video for current job market globally and also in America. And when will it be back to normal .
Perfect time.
Could you please provide resources to learn Machine Learning
Can I like this video, a billion times?
Hi..Is it lots of makeup on skin to make it red blushing or it's natural ?
Please, just need some advice from you. I am currently a student of Data Science and plan on starting content creation to guide and educate people who are new to the field. What advice will you give me? Thanks!
Hi, Ma'am! Thanks for the guidance on how to learn Data Science. Can you please let me know how much knowledge of Data Structures and Algorithms we need to clear interviews for roles such as Data Scientist, Machine Learning Engineer, AI Engineer, or Data Engineer at top companies?
Do I need certifications to get a job - apart from the skill sets u possess and projects u've undertaken?
Sundas you recommend a lot of courses and projects to build your portfolio. If I’m just about to go to college is it worth it to seek a degree in data analytics, will that give me an edge in finding a job in the future?
you are a wonderful person ❤ i was really desapear i have a question .. i study AI in my collea and the projects that i do using deep learning ,Nlp or computer vision so litteraly don't know what is called the job that i want to search about can i became a data scientist by using deep learning ,Nlp and computer vision or that is quite different
Please make video on Data engineering roadmap in 2024
Hi Sundas- can you do some machine learning tutorials pleasee? and python also
I'm currently in school and was deciding specifically between Cybersecurity and Data Science. A lot of the problem I'm seeing is when I'm getting salary quotes people are talking about Data Analyst but quoting Data Scientist pay. A degree in Computer Science is a career change for me, so I'm not sure I have time to go straight into a master's program. Is there a way to go straight in to Data Science with just a BS in Computer Science? I'm also VERY interested in WFH, my mom worked from home from 97-17 for IBM as a Data Analyst. Is there a better path to get than either Cybersecurity or Data Science? I'm only in semester 3 of my post-bacc so learning now would be great.
Hey i am not scared of math but i am scared of calculus and I don't enjoy single second trying to do calculus! Do you think i can just pass in data scientist role with very small knowledge or no knowledge of calculus or i need to rethink my descision on becoming a data scientist?
I am here after Codanics channel. He used your example and I search you.
what about NLP? please Help, i am trying to decide between Data Science or NLP, are they the same?
What are you said about database?
I have covered machine learning and deep learning concepts, i am also persuing my honors in aiml, and i have good enough understanding of statistics, not for being a data scientist should i persue data analyst skillset also (I plan to take the goole's data analyst certification)?
Hey Sundas, Thanks for your very good review on Data Scientist. Really its gone clear all the pictures roadmap of Data Scientist. Sure It will help me understand and applying for the DS job role. Thanks!
What would it take to attain mastery in Python ? You helped me get past the fear of coding lol😅
Im a recent cs graduate with no work experience at all. My favorite classes were by far my senior classes on machine learning, databases, and data science. So i wanted to get a job in data science. Should I first try to get a job as a software developer or something similar first or should I try to shoot for being a data scientist. I've always enjoyed math so the statistics isn't an issue for me.
@BlossomBerry94
3 ай бұрын
Me too and that’s why I’m doing DS bootcamp along with my degree
@iqrafatima5549
2 ай бұрын
@@BlossomBerry94can you tell me more about this bootcamp? I am pursuing a degree in mathematics and want to do something along with it
@BlossomBerry94
Ай бұрын
@@iqrafatima5549 it’s called TripleTen data science bootcamp. If you get referral you get 25% off the bootcamp. Let me know if you want referral code. I’m halfway thru it and enjoying it a lot
How much 'Google Data Analytics' & 'Google Advanced Data Analytics' courses can help me to be a data scientist? Please, educate me.
Please tell which university you studied from because I want to become data scientists
Is it good for a experienced developer to switch to data science?
Mam please help , am wanting to have a career change . I am from qa engineering background both manual and automation. How easy or hard is data science for anyone from my background
How to become research scientist please help me
is dsa really required for data science jobs should i focus on dsa or not ?
Is DSA required to crack the product based companies for data scientist/data analytics roles?
@sakshimourya9012
3 ай бұрын
Nope
6 minutes into the video and hitting the like button
Is it worth to switch from frontend web development to data science?
@ashwinr8317
4 ай бұрын
Even I did the same ! I didn't face any issues
Newbie here. I recently enrolled in Eastern University MS in Data Science. If anyone is familiar with that program your feedback would be golden
@ayushmita943
Ай бұрын
Hello there... I'm a 10th grader and can you please tell me if you learnt coding before pursuing Data science? Thankyou
please answer one question of mine - How likely is it that I get a job as a fresher in data science in Canada?
@clerpington_the_fifth
3 ай бұрын
why limit yourself to location? data science/ml has plenty of remote jobs, even at entry level. better have plenty of projects to show for it though, no different than any other job.
Maybe it's not appropriate to judge whether the magnitude of laid off numbers toward data scientists is big or not. The absolute numbers vary greatly between different roles (such as SWE, DS, HR, ...), making it difficult to assess based solely on the laid-off groups.
@SundasKhalid
4 ай бұрын
That’s fair. There are far more SWEs than data science folks. The study is also dependent on self-reporting so could be biased due to that (like most self-reported studies) but that’s the numbers we have. If you have additional insights, would love to hear.
@remijinadu6467
2 ай бұрын
@@SundasKhalid❤
I start my 3 year data science degree in april this year, but i already know python and currently building projects and learning sql, will this help me in my degree? Do i have to wait until i finish my degree b4 i start applying for jobs?
@hamamunashe
Ай бұрын
Yes, Python, sql, R & Ms Excel will help you.
What do you think about the data science jobs and the AI? The AI will decreases the jobs in data science or no?
@clerpington_the_fifth
3 ай бұрын
it takes people to create and maintain the ai intelligence, so it balances out.
AI will put many developers out of work, so data analytics is the new frontier growth area for IT. Also Cyber Security is a key growth area.
Is HTML, CSS, BOOT STRAP, JAVA SCRIPT, Still good for learn in 2024 I am very confused.
Do you think GoLang is worth the time to learn?
I want to be a data scientist. is WGU a good option? I am in the process of enrolling but I am not exactly sure if I want to go this route. Please let me know someone thanks!!!!
@jamesm.3967
Ай бұрын
She isn’t your career counselor. 😂
Im weak in maths but good in stastics and im fresher is it worth to learn data science
@clerpington_the_fifth
3 ай бұрын
if you are good in statistics then you are better at math than you think and have a good foundation for learning about machine learning and data science.
You're an amazing Speaker for god sake, god damn it, my lord
@evelic
4 ай бұрын
Its called video editing.
SUMMARY : Step 1: Research Data Science Job Family - Explore various roles under the data science umbrella, including data scientist, data analyst, machine learning engineer, AI specialist, data engineer, analytics manager, research scientist, etc. - Understand the responsibilities and required skill sets for each role to identify your interests and goals. Step 2: Understand Layoff Statistics - Recognize that while data scientist roles were affected by layoffs, they were less affected compared to other roles like HR and software engineering. Step 3: Learn Fundamentals 3.1 Statistics: - Descriptive statistics (mean, median, mode, variance, standard deviation, frequency distribution, etc.). - Inferential statistics (probability distribution, hypothesis testing, sampling, time series analysis, etc.). 3.2 Machine Learning: - Supervised learning (linear regression, logistic regression, decision trees, random forest, neural networks, etc.). - Unsupervised learning (k-means clustering, hierarchical clustering, principal component analysis, etc.). Step 4: Coding Skills - Learn Python for data analysis (libraries like Pandas, NumPy, Matplotlib) and machine learning (libraries like Scikit-learn, TensorFlow, PyTorch). - Gain proficiency in SQL for data manipulation and querying databases. Step 5: Tools Mastery - Familiarize yourself with tools like Jupyter Notebooks and Google Colab for coding and data analysis. - Understand version control systems like Git for code management and collaboration. Step 6: Business and Product Understanding - Learn business fundamentals and product development lifecycle to understand how data science contributes to business success. - Develop communication skills to effectively convey insights and recommendations to stakeholders. Step 7: Project Portfolio - Work on a variety of projects that showcase your skills and understanding of data science concepts. - Projects could include hypothesis testing, time series forecasting, customer fraud detection, recommender systems, exploratory data analysis, etc. - Utilize free datasets from platforms like Kaggle and Google Data Search for project implementation. Step 8: Interview Preparation - Practice behavioral, coding, and case study interviews. - Be able to solve case studies demonstrating problem-solving skills and application of data science techniques. Note: - The timeline for learning these skills may vary for each individual. - Continuous learning and practice are essential for mastering data science. - Stay updated with industry trends and technologies to remain competitive in the field. This roadmap provides a structured approach to learning data science and preparing for a career in the field. Adjustments can be made based on personal interests, goals, and feedback received during the learning journey.
being from a non-tech and non-IT academic and professional background, does it worth to spend time & money on Data Science study to get a better career opportunity? Edit: I could never love maths...
@clerpington_the_fifth
3 ай бұрын
i do believe you have answered your own question, unless you find your current career more dreadful than math
im study in 11 std my wish is to become a data scientist but i choose plus one commerce,everyone says to became a data science i choose computer science what can i do .please help me sister my biggest dream to be a data scientist