How to Become a Data Scientist in 2024? (complete roadmap)
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- Опубликовано: 5 фев 2025
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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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#datascience
Thanks for watching! What are your thoughts on the future of data science career?
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
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?
Future of Data science is expanding but why is there difficulty to break into for fresh professional.
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
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.
I was a design graduate who wanted to work in data and AI. RUclips taught me everything, and now I’m an AI engineer. Dedication matters more than a tech degree
Please which video did you watch on RUclips to learn?
Heyy!
Could you please mention the video links which you watched or which helped you??
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.
Underrated comment. Thank you!
Honey your comment 💖😭😭💖💖🌸
😮 thank you so much for this summary😊
Thank you so much ❤❤
Thanks chatgpt
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
We sure do.
@@SundasKhalidHi sir,I'm recently passed out in civil engineering department. I have lot of interest in data science. I want to pursue my masters in data-science in next 2025 intake, Can you please tell me is it worthy for Masters in data-science for freshers and job opportunities
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 😅
Hey, how are you learning, what resources are you using, can u tell me a bit as I also want to start
What to do when maths is not coming?
@@NorthstarrrrrrrThen you go to maths
So extensive maths calculations are required for data science??
Omg!
This is probably the best data science roadmap video I have come across.
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
I think at this point you are better off getting a master's degree since the job market is so competitive that an MS is a minimum requirement now.
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!😃👌
1:31
1.Coding is only a tool for leaning statistics and machine learning.
2.Descriptive and Inferential statistics
5:51
13:01
Thank you Sundas! Started my journey about 1 month ago, and found this very helpful!
I already have all the skills mentioned in the video for data scientists, but somehow it's tough to get a job as a data scientist in Indonesia. I really hope to get a job before this year ends.
It’s crazy how it is not often said how important mathematics is in this industry. I am currently majoring in data science in college with a minor in mathematics (because I love math) and only when I started school did I find out how important mathematics is.
Having 8 years Experience in Manual testing now i realise need setup in data science where there is good opportunities, thanks for your guidence towards data scentist role and responsibilities.
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
You covered almost every thing regarding Data science in just 14 minutes, I didn't get this much productive video on you tube so far. This will help me to build my own roadmap efficiently. Thank you Ms Sundas
One of the most realistic roadmap till date!!
Loved it!!
Detailed analysis. Great!!
*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! 🍁🌿*
I have checked AI and it’s very useful in helping generate codes and explain things in a succinct manner. Thanks for the tips.
You've been most helpful. I'm glad I found your channel.
Thank you.
Thanks for content 📚 📖 Self learning love this way
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
Best video yet. Very informative, great details. Thank you
Thank you so much Sundas for the insights.l have been stuck for quite some time to define my data science roadmap, now is clear .This video is the best l had ever seen!
Need How to land a job as Data Scientist because You cook RUclips videos Crystal Clear. I like it.
Hello! Thanks for your data. Could you please give an example of a data scientist's portfolio? Best regards to you.
This was incredibly informative; thank you! Quick question: I’m currently considering going back to school for a Master’s in Data Analytics and Information Systems, given that I have a BS in Public Relations. Do you think pursuing this degree is necessary to be more competitive in the job market, or do you believe the skills mentioned in this video can be effectively self-taught? I understand you're not an advisor, and I’m not taking your word as definitive, but I’d appreciate your opinion on the matter.
How much 'Google Data Analytics' & 'Google Advanced Data Analytics' courses can help me to be a data scientist?
Please, educate me.
Great video, so much information, thank you!
Making notes......so so helpful...thanks so much Sundas!
Great video and concepts covered. Thanks a lot!
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.
Hello ma'am, great video! I have a quick question. I'm already following the roadmap you shared, but I'm a bit confused. Should I also focus on DSA? I'm currently pursuing my Master's in Machine Learning in the US.
a few months ago i watched this video and followed information in it properly and learned all what needs to be learned and building projects at the moment to perfect portfolio, making a resume and will start applying shortly. thnaks a lot sundas. I am coming from a 16 years of experience in business development in tech and graduated from business major, do you think my transition to data science role is a possibility? i hope to hear from you. appreciated
This is really helpful. Thankyou for your insights
amazing indepth video thankyou so much mam really needed this
Thanks for clarifying the indepth concepts of Data Science field, because many of the students think that python is Data Science.😅
It’s a big misconception.
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 💯✔️
i wasted a week watching totally wrong roadmaps and trying to learn R programming first. but im happy that i wasted only a week. thanks for the video!
please kindly make a roadmap video for data engineering
Time line is simplisitic. The stats alone is one year of uni-level study. The probability is another and assumes you know multivariable calculus. Then, and only then, can you go on to stochastic processes and then time series analysis. O/w you will be at a serious loss in abstract understanding. The coding part is reletively simple.
Thank you for sharing such a great Informative video☺
Thank you for the content you are the best ❤️much love ❤️
Hey Sundas, thanks a lot for the video. I started my journey 2 months ago as an ex-product person. Now I have a baby and want to jump on this field. And I came across to you channel and found it very useful,(especially someone who needs advice who has experience). Thanks again ❤
What IS the best data job
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.
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)?
Can I like this video, a billion times?
Thank you for your valuable information.
Please share your all favourite resources to learn data science it really needed
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
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!
Well I just completed my intermediate and picked this course, randomly and here what I have . Should seen this seen before
I appreciate you are giving priceless pieces of information
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
is it only for us students?
@@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.
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..
Thank you so much
Actually I'm so excited for learning the data science but I'm don't have enough money for buying laptop for starting ☹️
How do I find organizations that give grants to buy a laptop for learning?
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?.
Thanks for your break down. I'm sort of breaking into this but more UX.
I learn Data Science in College now. But we don't learn Python. I desided to learn it myself. How good do we know Python?
Thank you so much :)
thanks for your data science videos
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?
This is amazing, you did a great job. I love you
I am an accountant and planning to make a career switch to data scientist. Do you think I have take a part-time IT degree to become a data scientist role?
Is it worth to switch from frontend web development to data science?
Even I did the same ! I didn't face any issues
perfect video! thanks
Always helpful content. Thank you
Very helpful video. Thank you.
please answer one question of mine - How likely is it that I get a job as a fresher in data science in Canada?
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.
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
Plz tell the best books for data science
Hello Sundas, I missed figuring out books that you recommended in one video. You clearly explained O'Reilly Python & Machine Learning books. I am missing which video is that? Can you help me with the video of that.
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.
Me too and that’s why I’m doing DS bootcamp along with my degree
@@BlossomBerry94can you tell me more about this bootcamp? I am pursuing a degree in mathematics and want to do something along with it
@@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
thank you this video really helped me alot......
The value of this video is so immense.
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.
Hi..Is it lots of makeup on skin to make it red blushing or it's natural ?
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.
Do I need certifications to get a job - apart from the skill sets u possess and projects u've undertaken?
This is really a good video❤
Good thoughts on this crucial topic.
Thank you Sundas, would you please make a video on improving communication skills for data scientists?
Thanks for watching :) I noted down the idea.
i really think like you that python is a tool i learn basics of python now i follow your roadmap inshaAllah
The amount of gravity & clear roadmap this video has provided is commendable. Thank you so much! This has solved my purpose.
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
I am having interest in coding so can you guide me should I do BS DS or BS AI
You are amazing! Thank you
What are you said about database?
@Sundas khalid Many Thanks for this wonderful video, I am 44 now, is it possible for me to start learning DATA SCIENE? or it's too late?
I am Nigerian who resides in Nigeria, I am a civil engineering graduate so I want know if I will be taken seriously by recruiter because of my career background and if also I can get a job because of nstionality
what about NLP? please Help, i am trying to decide between Data Science or NLP, are they the same?
You're sharing amazing knowledge regarding Date science
I really like it
This video deserves millions of views and likes
Keep sharing amazing knowledge
Thanks! 😘
Is HTML, CSS, BOOT STRAP, JAVA SCRIPT, Still good for learn in 2024 I am very confused.
This is golden!
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❤❤❤❤❤
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?
Short answer: no. Long answer : absolutely not.
Fantastic video 🎉
hello first of all thank you very much as your video is very successful and intuitive I think for people who confused in this area with the redundant and wrong information, I woul dlike ask how AI will effect data science world? after 5 years do you think companies still need human data scientists?