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

Every year, I like to refresh my advice about how I would go about learning data science from ground zero. The data domain is changing rapidly, and as my own knowledge grows, I think it is important to re-evaluate the approach that I would recommend.
Resources for Learning Data science
(Paid) 365 Data Science ( 57% Annual Discount): 365datascience.pxf.io/P0jbBY
(Free) kaggle.com/
(Free) www.freecodecamp.org/
Resources for Learning Programming
(Paid) 365 Data Science ( 57% Annual Discount): 365datascience.pxf.io/P0jbBY
(Free) www.learnpython.org/
(Free) www.python.org/about/gettings...
Pandas Documentation: pandas.pydata.org/docs/
Ken's Project Playlist: • Where YOU Should Start...
#66DaysOfData: • What is the #66DaysOfD...
0:00 Intro
0:42 Is it Possible to Learn Data Science?
1:33 Where to Start Learning
2:33 How to Create a Learning Map
3:55 What Would My Learning Plan Look Like?
5:28 Before You Start with Projects...
7:05 Statistics???
7:45 Project Obsession
9:00 How to Leverage Projects Effectively
10:14 How Long Will This Take?
10:48 An Important Note on Goals
Starting off, I want to debunk the idea that you can “learn data science”. This implies that data science is a static subject that can be learned in its entirety. For better or for worse, data science is constantly evolving and growing. I don’t know a single person including myself, that could possibly know the whole field. Learning data science is a journey not a destination, and coming in with this mindset can make this process far more enjoyable for you.
First, I would start with a learning map. You need to plan your learning journey. Next, I would start learning python. You need to understand the basics here. After that, I highly recommend looking at other peoples projects and work. Finally, focus on data science projects to engrain new topics!
#DataScience #KenJee
⭕ Subscribe: kzread.info?sub...
🎙 Listen to My Podcast: / kensnearestneighborspo...
🕸 Check out My Website - kennethjee.com/
✍️Sign up for My Newsletter - www.kennethjee.com/newsletter
📚 Books and Products I use - www.amazon.com/shop/kenjee (affiliate link)
Partners & Affiliates
🌟 365 Data Science - Courses ( 57% Annual Discount): 365datascience.pxf.io/P0jbBY
🌟 Interview Query - www.interviewquery.com/?ref=k...
MORE DATA SCIENCE CONTENT HERE:
🐤My Twitter - / kenjee_ds
👔 LinkedIn - / kenjee
📈 Kaggle - www.kaggle.com/kenjee
📑 Medium Articles - / kenneth.b.jee
💻 Github - github.com/PlayingNumbers
🏀 My Sports Blog -www.playingnumbers.com
Check These Videos Out Next!
My Leaderboard Project: • I Built the FIRST EVER...
66 Days of Data: • What is the #66DaysOfD...
How I Would Learn Data Science in 2021: • How I Would Learn Data...
My Playlists
Data Science Beginners: • Data Science Beginners
Project From Scratch: • Data Science Project f...
Kaggle Projects: • Kaggle Projects

Пікірлер: 531

  • @KenJee_ds
    @KenJee_ds2 жыл бұрын

    (Reminder that all resources I mentioned are linked in the description!) Thanks for watching everyone! Let me know what your goals for this year are below! Mine Are: - Do a project with a Generative Adversarial Neural Net - Enter at least 1 Kaggle Competition - Do at least 4 projects and share them on KZread

  • @coptic9656

    @coptic9656

    2 жыл бұрын

    Thanks for the upload 🙏❤️

  • @coptic9656

    @coptic9656

    2 жыл бұрын

    Sir could please share the scope and salary range of Data Scientist in India and also around if possible 🙏

  • @piyushzope10

    @piyushzope10

    2 жыл бұрын

    @@coptic9656 Scope is vast and salary as per skills...

  • @prod.kashkari3075

    @prod.kashkari3075

    2 жыл бұрын

    GANs are cool!

  • @manuelcervantes1939

    @manuelcervantes1939

    2 жыл бұрын

    Thank you for sharing your knowledge and expirience, Im waiting for the 4 projects on KZread

  • @ANONIM9123
    @ANONIM91232 жыл бұрын

    I used your project-based learning approach from last year's video to learn data science. After 15 months and 700 hours of learning (no online courses, just individual studying), I landed as job as a mid-level data scientist in financial fraud detection. Thank you! This video is spot-on. Especially your emphasis of building a roadmap and systematically updating it as you grow. 2 not-obvious study habits which I found helpful: 1. I kept multiple projects open so that after I went through a topic (e.g. feature selection), I could implement it in multiple projects. 2. For each topic in my roadmap, I kept a date of when I last implemented the technique in a project. This helped me identify important topics which I had covered a while ago and might have partially forgotten, so that I could refresh my knowledge/skills.

  • @piyushzope10

    @piyushzope10

    2 жыл бұрын

    Hardwork 🙌 great efforts brother... Congratulations 🎊

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Congrats!!! Also thank you for sharing your experience with the community :)

  • @jamilurrehmanamini4878

    @jamilurrehmanamini4878

    2 жыл бұрын

    can you please tell us how did you do it ?

  • @Josh-gk8rd

    @Josh-gk8rd

    2 жыл бұрын

    @@jamilurrehmanamini4878 literally what he just told us😂😂😂

  • @ANONIM9123

    @ANONIM9123

    2 жыл бұрын

    ​@Nuclear Nadal That was 80-90% of the time.The rest was reviewing notes and python exercises on codewars.

  • @vijaykumardobariya7466
    @vijaykumardobariya74662 жыл бұрын

    Path… 1. Coding (Python)/ SQL 2. Do projects on Kaggle 3. Learn Statistics 4. Learn algorithms (classification, regression) 5. Do projects again… (start from interesting projects and goes towards complicated projects ) 6. Deep learning (computer vision) >> depends on interest 7. Projects projects projects

  • @waynelast1685

    @waynelast1685

    2 жыл бұрын

    agreed but deep learning is more than just computer vision?

  • @CabralNick

    @CabralNick

    Жыл бұрын

    Do I need to know Excel?? Cause I'm pretty rusty on it, or I just go learning. Python first??

  • @hellras

    @hellras

    Жыл бұрын

    @@CabralNick You could learn Excel and Power BI if you want to start there. But Excel has limitations and you'll have to learn Python eventually. So you could just skip Excel entirely and go straight to Python. Find out what works best for you!

  • @mariopaul6505
    @mariopaul65052 жыл бұрын

    Been waiting for this video!!!! To anyone reading this, if you're looking to break into Data Science in 2022 I 100% recommend subscribing to Ken's channel and following his advice!! Back when COVID-19 started in 2020, I was looking to break into the field and I had no experience, no projects, and I didn't know where to start. 6 MONTHS after subscribing to Ken's channel and soaking in all of his advice through his videos, I got a job as a Data analyst. I'm living proof that this channel is 100% all that you need to get started. Thank you Ken and & I can't thank you enough for the doors you have opened for me.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for the kind words mario!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Congrats again on the incredible achievement!

  • @sweetness2689

    @sweetness2689

    2 жыл бұрын

    Did you take a boot camp course? If so which boot camps do you recommend?

  • @AhmadBazzi
    @AhmadBazzi2 жыл бұрын

    Lovely learning map, Ken ! And yes 4:30 math is very important ^^ Love your channel and your content, keep it up.

  • @AR-hp2jl

    @AR-hp2jl

    2 жыл бұрын

    how so is calculus important?

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thank you Ahmad!!

  • @LukeBarousse
    @LukeBarousse2 жыл бұрын

    I’ve been waiting all year for this! 🙌🏼 Solid advice Ken!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Hopefully it didn't disappoint! Loved your new video too Luke!

  • @LukeBarousse

    @LukeBarousse

    2 жыл бұрын

    @@KenJee_ds Aww thanks Ken!

  • @mh4841
    @mh48412 жыл бұрын

    Great advice on typing out other people's work. Myself as a beginner it's easy to get flustered on projects as some solutions/tools I have not yet been exposed to. By looking up other's solutions/work and typing them out it really helps me to understand the anatomy of the code. Furthermore, sometimes the solutions don't work as I am using python 3.10 and so I have to work out and start fishing around for the latest 'iteration' of the module/code and that actually helps to drive home the knowledge.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for sharing your experience MH! Glad to hear you're living proof that this works!

  • @miselw
    @miselw2 жыл бұрын

    Thank you for sharing your experience! I just got an internship to be trained as a data analyst and learning Data Science basics. I felt so lost as a person in their mid-thirties feeling like my previous Psychology BS degree with English/Math minor was worthless. Your video has given me hope that I can obtain this knowledge with a bit of planning and goals.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Congrats on the internship!

  • @andwhataboutit7
    @andwhataboutit7 Жыл бұрын

    I'm pivoting to data analysis/ science and my passion is Supply Chain & Logistics (and more broadly Industrial Systems). This road map was super helpful. Thank you!

  • @datalo0618
    @datalo06182 жыл бұрын

    This video is extremely accurate. I have had such a hard time learning how to be a data scientist. I am in a MS in Data Analytics program and feel that doesn't really provide any real direction. I don't know what I don't know and that keeps me from learning what I need to know. Seeing the path helps, thank you. I would like to say I have struggled to learn R and I seem to be getting SQL quickly and I think this will help my confidence. Getting one language down can help to learn another, just from a confidence standpoint.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Glad to hear things are starting to click Liam! I highly recommend focusing on one language to start, getting good at it, and then exploring others!

  • @umadchet3426

    @umadchet3426

    2 жыл бұрын

    Hi mate, can I just ask, are you learning R by using the Tidy Verse collection of packages or just learning base R. If you aren't taking advantage of the Tidy verse, I highly recommend as compared to base R it is very intuitive.

  • @DataProfessor
    @DataProfessor2 жыл бұрын

    This updated video is epic. Your pioneering "If I had to start over" video had inspired so many similarly named videos in the tech youtube space. Certainly agree with you on the importance of coding and how that opened up several doors of opportunities in accessing "power tools" for the data science learning journey. 8:01 Also thanks for the mention 😆

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for making such a great statement Data Professor!

  • @anubhavgoyal3211

    @anubhavgoyal3211

    2 жыл бұрын

    Congrats for 100k data prof!!

  • @LukeBarousse

    @LukeBarousse

    2 жыл бұрын

    Solid advice @Data Professor !!!

  • @DataProfessor

    @DataProfessor

    2 жыл бұрын

    @@LukeBarousse Thanks Luke :)

  • @cheekiereynolds
    @cheekiereynolds2 жыл бұрын

    This has helped me tremendously! I'm a database coordinator and I feel so clueless at times because I don't know enough about this subject. I will definitely take your advice about setting smaller goals. At first, my goal was to take all of these courses, get certified and that would be it. But, now I know that this is a process and learning data science is continuous. I now have a more clearer picture of what my path should look like. Thank you so much! You just gained a sub!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Really glad to hear it helped! Thank you for watching 😀

  • @meshiba6104
    @meshiba61042 жыл бұрын

    “Learning Data Science is a lifelong journey.”--What a great quote I've heard for today

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    💪

  • @issurahking2315
    @issurahking23152 жыл бұрын

    Thank you for all the information that you share. I've spent several months considering the proper career switch after deciding not to return to medical school. At this point, I'm confident that data science is the proper career path. My overarching goal is to use data science in healthcare, but I am open to other fields. I found your channel today, and I want to say I am already grateful for your content and the resources you share. In addition to this video, I watched a video this evening in which you mentioned that Jan 4 is your bday. Happy Belated Birthday. May you continue to experience joy and success.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks Issurah! Excited to hear how your progress goes! I do my best to answer all the comments, so feel free to ask questions as you go here!

  • @lauraanihealey
    @lauraanihealey2 жыл бұрын

    Thank you for your kind words for how to start on the path of data science. Glad to say I had already a list of short course and webinars I have completed and a list of one's I wish to advance up too. I to completely agree on what I call ' cut and paste and make it my own' version of projects in python. After doing a very poor course in python I stumbled my way through to taught myself by doing just as you said in your video, that opening a screen and just typing it out and running it. I am visual person so makeing it my own by styling was how I learnt the best. Loving the colour or direction of xlable I could control, my understanding and interest peaked. This then grew into wanting to graph better results, more complicated, while, ifs, else all started to become tools. Now seeing the hurdles at the start to the hurdles I over came I'm so proud to complete my course as I know I can build from this, I never know it but I know I can do it... Reminds me of cooking when I first left home, you just keep getting better the more you try and read up on it. If your at the start of your data career good luck.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Amazing! Love the cooking analogy haha

  • @onishea100
    @onishea100 Жыл бұрын

    Everytime I watch your videos I feel a little gentle push telling me I can do this and equipping me with all the tools mentally and physically. Thank you Ken. I always have new found confidence and a new way of thinking of things after watching your videos. 😊

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    You can do it!!

  • @juancruzbayonas3320
    @juancruzbayonas33202 жыл бұрын

    Happy new year! Thanks for all the videos and the community you have created!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    You too Juan!

  • @ruthmk
    @ruthmk2 жыл бұрын

    This is such solid advice for a complete newbie like me. I’ll start looking at the resources you’ve provided. Thank you!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Glad it was helpful!!

  • @afshinbidar
    @afshinbidar2 жыл бұрын

    What an amazing and helpful video!!! Thanks a lot dear Ken

  • @fndpires
    @fndpires2 жыл бұрын

    Congrats and thanks Ken! Happy new year to you, as much like you made my last year. You are helping people man, keep the vibe! Respect from Brazil! :D

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Happy new year to you too! Eat some Picanha for me!

  • @fndpires

    @fndpires

    2 жыл бұрын

    @@KenJee_ds lol I'll 🤩👍🏻

  • @RizzwareEngineer
    @RizzwareEngineer2 жыл бұрын

    hey ken! i'm a freshman double majoring in cs and stats - also pursuing a data science-related career. just thought you should know that i as a college student find your channel extremely insightful and valuable. wishing the best for you and your content coming into 2022 :>

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Awesome! You chose an awesome major, I wish you the best of luck in your studies!

  • @irwin-hirsh
    @irwin-hirsh Жыл бұрын

    Thank you! Great place for me to get started!!! inspirational framework

  • @sunaoyamanouchi2649
    @sunaoyamanouchi26492 жыл бұрын

    Thank you Ken. Great advice!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @AlexKashie
    @AlexKashie2 жыл бұрын

    Very helpful… Been thinking a career move to Data Science and your video is all I needed. Thank you so much

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    💪

  • @vishwajam5088
    @vishwajam50882 жыл бұрын

    Awesome!! This is really helpful. Thanks

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @iyanuarowosola9307
    @iyanuarowosola93072 жыл бұрын

    Boss Ken.. 6months on the go... I consider I'm a good learning path. I'm starting with statistics (19hrs tutorial video), then I will take up math to Excel/python... Thank you for this

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @RoyMathieuBorole
    @RoyMathieuBorole Жыл бұрын

    Great Video! Thanks Ken!

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Thanks Roy!

  • @shrutijain1628
    @shrutijain16282 жыл бұрын

    Really love how it will add up to previous video on this topic 💯

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks Shruti!!

  • @whattenidid8980
    @whattenidid89802 жыл бұрын

    Brilliant! I wish I had seen this when you posted this. So many great resources! Thank you for sharing. Definitely subscribed!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks! Really happy to hear it helped!

  • @NuTechSerious
    @NuTechSerious2 жыл бұрын

    Thanks for this video Ken. I decided to go into Tech in 2018 by learning web development. Learnt a bit of HTML, CSS and Javascript. My goals has since evolved through this period as I got interested in python programming and Data science. My current interest now tends towards deep learning and AI Interesting my knowledge of front end web development will be very helpful in web scraping.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Super useful skillset if you ask me!!

  • @ninabadmaeva7569
    @ninabadmaeva75692 жыл бұрын

    Thank you, Ken! Very helpful)

  • @chandnipansari9418
    @chandnipansari94182 жыл бұрын

    Thank you so much specially for putting this video out.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @ahmetenesyalcnkaya5180
    @ahmetenesyalcnkaya51802 жыл бұрын

    All of them are such great advice. Thanks for the inspiring ideas. 😊 Furthermore, I completely agree with you about data science is a journey.🚀

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching Ahmet!

  • @danadasachan7208
    @danadasachan7208 Жыл бұрын

    Thanks Ken. This was very helpful.

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Glad to hear! Thanks for watching!

  • @victorhinojosa9052
    @victorhinojosa90522 жыл бұрын

    Hey Ken! Thanks for the vid, man! Looking forward to beginning my Data Science Journey in 2022! You'll be seeing me throughout the year.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching! Looking forward to hearing the updates!

  • @victorhinojosa9052

    @victorhinojosa9052

    2 жыл бұрын

    @@KenJee_ds Absolutely! I am currently going to start by re watching this video like you said, and then create my roadmap. I have already downloaded R and R studio, but I think I will begin with Python. In addition, I am prepping to begin taking a Data Science Certificate course through Outlier, so I am hoping that certificate will assist me with some concepts and knowledge to help me. I told my self 2022 was gonna be the year I vastly improve for Data Science.

  • @mabenba
    @mabenba2 жыл бұрын

    Thanks for the recommendations Ken! I am always updating my learning path to include new things or based in things I enjoyed the most, for example making a deeper dive in data visualization. What happened with the editing? There is a frame mirrowed in minute 5:52. Your desk is in the other side of the room. Thanks again for the amazing content!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Haha my editor flipped it on purpose. I said right corner and I pointed to the left so he corrected it

  • @bababouibababoui4726
    @bababouibababoui47262 жыл бұрын

    Thanks a lot, some of us have only just started using python properly the last few months and videos like this are very useful

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Glad to hear the video was useful! Good luck on your learning journey!

  • @piotrzieba8415
    @piotrzieba8415 Жыл бұрын

    Great content!! Thanks a lot !!!

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Thanks for watching!

  • @veereshkurubara8652
    @veereshkurubara86522 жыл бұрын

    As I learnt python. I was working on projects from kaggle with a problem Statement. I was searching different data exploration techniques. You explained it clearly I love the way you teach. I am following you learning strategie. Thank you

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Awesome Veeresh!

  • @BoitumeloMasekoM
    @BoitumeloMasekoM2 жыл бұрын

    This is a great video. Thank you. I needed it.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @TheAlmostAstrophysicist
    @TheAlmostAstrophysicist2 жыл бұрын

    Hi Ken! This is AWESOME - I've been a Data Scientist for a few years now and completely agree about constantly needing to learn and refresh the data science toolkit. I didn't start out working on ML models but my work led there over time and had to learn on the job. Just joined the #66DaysOfData challenge and discord for Day 1, really excited to dedicate time to explore the field more. Thanks so much!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Excited to have you as part of the challenge! I just followed your channel, really enjoy the content!

  • @TheAlmostAstrophysicist

    @TheAlmostAstrophysicist

    2 жыл бұрын

    @@KenJee_ds Thank you!!!

  • @HeatonResearch
    @HeatonResearch2 жыл бұрын

    Great video Ken! I will be sharing with my incoming students this semester!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks Jeff! I hope it benefits them!!

  • @achmadrifkiraihansyahbagja2113
    @achmadrifkiraihansyahbagja21132 жыл бұрын

    "When beginning with this projects, they don't have to be original. You can go through the exact same analysis that someone else did, and still learn something. But typical learning session could just be you having someone else's project on half the screen and you typing it line-by-line and running it on other half of the screen. As you do this you can change the parameters, you can experiment with different visuals and see how it works as you go." This one what i've been thinking for. i feel like i do nothing if i see someone's project and copy it to my notebook, but you just said it and i totally agree. we can experiment it with changing the code, maybe we use a different way to clean the data, or just define a function that others use repeated code, (a.k.a use DRY concept), and so on. thanks Ken Jee, it really helps me out.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Yes! It is all about experimentation! Glad it helped out :)

  • @sunilrskanda1588
    @sunilrskanda1588 Жыл бұрын

    thank you for Realistic words about learning process Data science.I immense me to follow you day by day for self growth towards Data Science

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Thanks for watching!

  • @joshuaozoya5993
    @joshuaozoya59932 жыл бұрын

    Thanks Ken, I took off with python basis last two years, within the space of 2 months, I was already in Pandas, and doing the Jupyter thing. Anyways everything poured on my face, and I just gave up. With this video I saw my mistakes. Roadmap. Starting with the basis and mastering them. Then you proceed. Spend as much time as you want to learn the basis. When your is strong, your building will last forever. Thanks again Ken. 🇳🇬

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Yes! Excited to hear how your future learning goes!

  • @sixxwayy4240

    @sixxwayy4240

    2 жыл бұрын

    Nigerian here too. I took Python serious at the start of this year and I intend to code everyday for the whole 365 days of this year. If you want a coding buddy, Lemme know. For accountability purposes

  • @mohammedazeem3303
    @mohammedazeem33032 жыл бұрын

    Hey Ken, Thanks a lot for the video. Of all the confusion which now seems to be a bit clear of what I need to learn, the challenge now is to manage time along with work & prioritize the learnings as couple of things are needed parallelly. Example: Planned on learning Advanced SQL | Python for DS & if I want to build projects it's a bit of challenge when working a full time job. I kind of know the answer that It's my life & I am the one to sort it but, just sharing as I am going off the track sometime by doing nothing.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    You can do it! I think just breaking the learning down into very small chunks is what made it manageable for me!

  • @mohammedazeem3303

    @mohammedazeem3303

    2 жыл бұрын

    @@KenJee_ds Thanks for the support. For sure, trying to prioritize things & will break them in chunks as you suggested. A lot to learn now mostly time management. There was a time when I had plenty of time to do anything. Time does move quickly when we get older :)

  • @axel_r_
    @axel_r_2 жыл бұрын

    Love these videos. You can make new version of these info videos every year and always be relevant. 👏👏👏

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks Axel!

  • @mohammadhegazy1285
    @mohammadhegazy12852 жыл бұрын

    thanks for the valuable wisdom

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @q-revdigitalmarketingdatas4563
    @q-revdigitalmarketingdatas45632 жыл бұрын

    Thank you Ken!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @pjyango25
    @pjyango252 жыл бұрын

    Very informative! Thank you

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @danielstepanian3350
    @danielstepanian33502 жыл бұрын

    great video, thanks for advice!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @shadowitself
    @shadowitself2 жыл бұрын

    appreciate it :) actually, it mitigate a little bit my anxiety in terms of "OMG I need to learn ML within very close future, but I'm under ground zero level" yeah, so first goal is the ground zero, next 1st flor but in the middle aprox 20 smaller stair steps but most important is to DO it in endless itterations :D

  • @iReaperYo
    @iReaperYo Жыл бұрын

    Great video. Picked up some tips even as a masters graduate still refining my craft.

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Awesome!

  • @renevanzyl7084
    @renevanzyl70842 жыл бұрын

    Totally new to data science, have not even started learning anything as yet- reason why I watched your video. Ps very enjoyable. Hereafter, I'll remember what you said: write down my goals, but keep evolving them as I learn

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Good luck!

  • @benweilu4839
    @benweilu48392 жыл бұрын

    thank you for the high quality videos

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @abdoomar8899
    @abdoomar88992 жыл бұрын

    I watched the video so many times to stay motivated. 2 months since I started, hope I can jump into doing my own projects soon.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Amazing!!

  • @hrodrostadt
    @hrodrostadt2 жыл бұрын

    This is how all videos should be, helpful and wholesome. Thank you.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thank you for watching!!

  • @datasolution-3607
    @datasolution-36072 жыл бұрын

    Very informative indeed.thank you so much

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @tokkigifs
    @tokkigifs2 жыл бұрын

    one thing I love about computer science in general is that you don’t stop learning but advancing your skills and knowledge

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    So true!

  • @cinadasmith3805
    @cinadasmith38052 жыл бұрын

    Thank you for this video, Ken. New Sub, aspiring Data Analyst. Will binge watch your vids. 😀

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Amazing Cinada! Glad to hear it helped!

  • @KJ-ew7zw
    @KJ-ew7zw2 жыл бұрын

    Thank you so much!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @Seven30onFriday
    @Seven30onFriday2 жыл бұрын

    Great video. Thank you.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @Lily-yg4dl
    @Lily-yg4dl2 жыл бұрын

    Thanks a lot for a fantastic video.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @brettbickham9579
    @brettbickham95792 жыл бұрын

    I am looking forward to beginning this journey.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Awesome!

  • @Ibraheem_ElAnsari
    @Ibraheem_ElAnsari2 жыл бұрын

    "Stay True to the process" .. You told me this last year which really stuck to my head and helped me get my recent job 🌻 Excited to be doing more projects and learn from/with u

  • @letechnicaljames

    @letechnicaljames

    2 жыл бұрын

    Glad to always find you either on Ken or Tina's comment section haha CHEERS to 2022!

  • @Ibraheem_ElAnsari

    @Ibraheem_ElAnsari

    2 жыл бұрын

    @@letechnicaljames Haha Thank you ❤ They mean a lot to me

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Congrats again on the job Ibraheem! Glad my advice helped!

  • @anubhavgoyal3211

    @anubhavgoyal3211

    2 жыл бұрын

    Congratulations on getting the job Ibrahim, really happy for you:)

  • @piyushzope10

    @piyushzope10

    2 жыл бұрын

    🙌🙌 congratulations 🎉🎊

  • @shandhirani7559
    @shandhirani7559 Жыл бұрын

    Brilliant video, very clear and concise Thank you 🙌🏽 Sub!

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Thanks for watching and for the sub!

  • @anishchandramohan2389
    @anishchandramohan23892 жыл бұрын

    First time to your channel Great advice thank you. I am going to start with all the points you said.. Right video at the right time :)

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for checking out my video Anish!

  • @anishchandramohan2389

    @anishchandramohan2389

    2 жыл бұрын

    @@KenJee_ds Thanks for replying means a lot to me :)

  • @BenWilson24
    @BenWilson24 Жыл бұрын

    The hardest thing for me is knowing when I've learned enough to actually get a decent job where I'm not starting back from the bottom. I started my career as engineer doing predictive health monitoring for aircraft components and picked up some basic machine learning regressions with matlab's toolboxes. Then I got really heavy into statistics and got my six sigma black belt to help with R&D and process monitoring of additive manufacturing. On the side, I started using Python to build a few different helpful models, but the main one has been a motocross/supercross race result predictor that uses xgboost and the bradley-terry model; I post the results as a way to bring people to my side hustle's site to buy other products; the model does really well. With all that, I still find myself uncertain when looking around at jobs

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Honestly, from what it sounds like, you are plenty qualified for most mid level data science or senior level data analyst jobs!

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Feel free to shoot me an email at kenjee.ds@gmail.com. Would be interested in interviewing you about your motorcross model for my podcast!

  • @chrismarlow9585
    @chrismarlow95852 жыл бұрын

    Great video! Seems like a very sensible roadmap for becoming a good data scientist. I'm here to comment because you said 6+ months to learn and I came to this video because I've only got a few days. I've got part-way through a recruitment process to be a data scientist and have a background only in maths and economics. I'm teaching myself python and SQL in about 4 days! Kaggle seems like an excellent resource to use on the fourth day, didn't know about it until watching this video. I hope this comment gives people a small chuckle at the task I've found myself with!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Haha would love to hear how the interview goes!

  • @chrismarlow9585

    @chrismarlow9585

    2 жыл бұрын

    @@KenJee_ds Had it today... I think it went well. They sent me Python and SQL code 24hrs in advance for me to talk through in the interview. The rest of the interview was logic questions, suggesting solutions to extracting the correct information from tables (spoken, not code) and data table comprehension. I'd say the talking about the code was my weakest area, which is not surprising, but I gave it a good shot. A key thing I missed was you could assign values of another column into a sliced dataframe. The slice was checking a logical impossibility that might come up from inconsistent data and replacing it with a correction... which I basically misunderstood and thought was an incorrectly written slice. Hopefully my immediate "Oh you can assign new values into a slice" as soon as they pointed that out was clear enough that it was just I hadn't learned that was possible yet. They knew I'd taught myself everything in a few days, so took that into account. Hoping to hear back from them soon. I'm feeling sheepishly hopeful

  • @chrismarlow9585

    @chrismarlow9585

    2 жыл бұрын

    @@KenJee_ds Update: I got the job! Turns out I did really well all around and because they knew I only had a few days to learn coding they were very impressed how much I'd managed to pick up.

  • @saturnteatree
    @saturnteatree2 жыл бұрын

    First suggestion was spot on!!!!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching Sandy!

  • @paulomenezes4867
    @paulomenezes48672 жыл бұрын

    I really appreciate the advices! ;-]

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @reakal7740
    @reakal77402 жыл бұрын

    Congrats Ken!!! I loved this video! Especially the roadmap on how to learn Data Science 📍

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks Rea!!

  • @LaTonyaHiggins
    @LaTonyaHiggins2 жыл бұрын

    Yes, I agree I will watch you 😎 again!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks LaTonya!

  • @patrickjames6608
    @patrickjames66082 жыл бұрын

    Hi Ken, I have been lost not knowing what to do with my life. I have always be leaning towards coding and business but had difficulty combining both. Imagine the relieve I felt when I learnt about data science. I am just beginning my journey and am grand I have somewhere to seek guidance. Thank you

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Really excited to hear that you've found something that fits!

  • @kevinkasp
    @kevinkasp2 жыл бұрын

    Ken, I keep coming back to this video, not only for the excellent advice on both the learning path and the learning mindset to have, but to the beautiful scenic drone and Go Pro-type footage. It's such a beautiful tropical place. Where is it?

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    haha thanks Kevin! That is all hawaii!

  • @kevinkasp

    @kevinkasp

    2 жыл бұрын

    @@KenJee_dsThanks. I wasn’t sure. It looked Hawaii but I’ve never lived there so I couldn’t be sure.

  • @user-sh9ps7zj2q
    @user-sh9ps7zj2q2 жыл бұрын

    Nice vid, bro Thanks

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!

  • @musicgems1327
    @musicgems13272 жыл бұрын

    thank you multiverse Ken...

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    haha

  • @danilorodriguez1638
    @danilorodriguez16382 жыл бұрын

    Excelente video Ken. Yo llevo 9 meses aprendiendo ciencia de datos y es una profesión increíble. Me siento muy feliz de haber aprendido sobre esto. El próximo año mi meta es tener un nivel B1 de ingles y usare tus videos para lograrlo. ¡Muchas gracias!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Gracias por ver!

  • @kenk684
    @kenk6842 жыл бұрын

    Excellent video to watch at 5am!

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks!!

  • @mohamedwado8363
    @mohamedwado83632 жыл бұрын

    Very Super Nice video .. Big thanks Champ 💪🔝

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Thanks for watching!!

  • @victorpinasarnault9135
    @victorpinasarnault91352 жыл бұрын

    Watched just right now, but worth it. I want to entry in data science because I like to solve problems driven by data. I like to see the variables of a problem in the reality and reach a solution; solve real-world problems. This is something that I couldn't do with enginnering; college was a really frustation. But there I heard of 'data science' for the very first time and learn stathistics. I trying to enter in this field in a self paced manner. Already study python documentation, trying pandas documentation. Anyway... I hope the year ahead will be better.

  • @piyushzope10

    @piyushzope10

    2 жыл бұрын

    Best luck for your journey 🙌

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    💪

  • @arturkozun1258
    @arturkozun12582 жыл бұрын

    I don’t know why you put turquoise water clips in between your sentences but for some reason I like it so much!🤩

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    I just got a drone at the time haha.

  • @waynelast1685
    @waynelast16852 жыл бұрын

    Data science is a practice, but there are some concepts you need to learn to just get started. Reminds me of that famous saying " How do you get to Carnegie Hall? Practice practice Practice."

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Yes!

  • @anubhavgoyal3211
    @anubhavgoyal32112 жыл бұрын

    My goals this year is to complete the 365 data science course, I have been doing it since past couple of weeks, so I have gained the momentum, now just need to be consistent. Apart from that, I will try to do as many projects as I can and start freelancing in late 2022

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Awesome!

  • @anubhavgoyal3211

    @anubhavgoyal3211

    2 жыл бұрын

    @@KenJee_ds 💪💪

  • @bigman7856
    @bigman7856 Жыл бұрын

    I’m pretty much a blank canvas at this point and feel like I am on something of a time crunch. I’ve been able to learn pretty quickly with what I have researched, but I feel like I’m learning any other language in the wrong way. It’s one thing to know how to say “the dog walked to the park” in a random language. It’s another thing entirely to express my own thoughts in said language. I could learn the grammar and the words by reading, but I would only become able to read it at best. I need hands on projects to work on. Not only to help me learn but to create a portfolio.

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Agreed!

  • @dannymohan2642
    @dannymohan26422 жыл бұрын

    Excellent Vid! Im gona follow this . Be back in 2022

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Haha I wonder what will change by then!

  • @dannymohan2642

    @dannymohan2642

    2 жыл бұрын

    @@KenJee_ds Me being a Data Scientist!!! :D

  • @jet8770
    @jet87702 жыл бұрын

    currently 16 and will be breaking into this field with 0 knowledge of it all. all i have is my computer, a pencil, a notebook, and the internet to help me get started. love that people offer these services for free.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Love that you are inspired to learn!!

  • @shohidislam166
    @shohidislam1666 ай бұрын

    thaks

  • @paulcampos6974
    @paulcampos69742 жыл бұрын

    Great video!!! I started learning Python 8 months ago and quickly became interested in DS, I have a background in Finace/Econ but never worked in finance (I have a construction business), my goal is to learn DS and work with investments. Having said all that im considering a boot camp and even a masters in DS, I would love to get your opinion on that. Thanks

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Awesome! Really depends what your goals are. If you're trying to land a ds job that is one thing, but if you're trying to apply data to your construction business that is another!

  • @Major_Data
    @Major_Data2 жыл бұрын

    Watching this for a second time while working out because, well, I'm a huge geek and a fanboi.

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Hopefully it was useful Albert!!

  • @waqasali-nw4oe
    @waqasali-nw4oe2 жыл бұрын

    So I have decided that 2022 will be the best year of my life. I've started learning Python on 1st day of the year and up till now I have covered most of the basics and made some simple programs as well in last 20 days. So far it's going good. Thank you for this video. I wanted to ask, when should I start practicing on Kaggle now? I Study around 1-2 hours daily after my job and 3-4 hours on weekends...

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Awesome! I think it will be a great year for you too! I recommend starting before you feel ready. The micro courses should be digestible for you even now.

  • @iqratahir4886

    @iqratahir4886

    2 жыл бұрын

    from where u learning

  • @IceIce-fb6xf

    @IceIce-fb6xf

    2 жыл бұрын

    Hey waqas, Please can we link up. I am also learning python as well.

  • @iqratahir4886

    @iqratahir4886

    2 жыл бұрын

    waqas ali ?

  • @sunil.greddy3810

    @sunil.greddy3810

    2 жыл бұрын

    Ur source of learning

  • @yaserhu
    @yaserhu2 жыл бұрын

    This may be an interesting question. For elder professionals who know they are good in learning skills, the question is:- Is being a data scientist, may not be in sync of growing from a management role perspective or even becoming an entrepreneur? Thanks

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Not sure I understand the question. Most data scientists have to make a choice of going into management or staying as an individual contributor. I think entrepreneurship is a natural step from data science though!

  • @johnstone2182
    @johnstone2182 Жыл бұрын

    I just finished and submitted my first submission to a Kaggle competition and am learning python on Kaggle. My goals are to create a more optimized algorithm and learn python and basics of data science

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    Awesome!

  • @GYMSHIT
    @GYMSHIT2 жыл бұрын

    I like this years ken! ;)

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Haha thank you!

  • @johanbotha6653
    @johanbotha66532 жыл бұрын

    Thanks, Ken. I have started learning myself Data Science, fortunately, I have a programming/math background. and so far I have found the going reasonable all though it is an effort in time. My question is this is there a place for a part-time / freelance Data Scientist? I find the field extremely interesting but I doubt if that is all I want to do. Also, do you know if c++ is still used in Data Science? Kind regards

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Yes! Definitely room for freelance in this field. You do have to build up credibility first, so it can be a bit difficult to get your first client. Not much C++. mostly python and R

  • @farishakim6759
    @farishakim67592 жыл бұрын

    You earned new subscriber. Love your encouragement for people like me. I did installed Python last year but stuck on where to start cuz I dunno what specific purpose. Since I wanna do my PhD related to AI (predictive model), should I learn the whole coding of python or only focus related to AI coding?

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    I think learning most of python would be relevant. I would start with kaggle.com. They have some intro courses that show you how to use python for data analysis! Also, thanks for subscribing!

  • @tobiasscherl7879
    @tobiasscherl78792 жыл бұрын

    What about PySpark? Does it also make sense to pay attention to it? And what could be a possible private project example?

  • @icecold1805
    @icecold1805 Жыл бұрын

    my main issue is: I work on making reports on excel. Right now i am embarking on a big one-man project to make more reports on excel. Completely on my own, I am the only report making guy on my team. I keep thinking "I bet I could do this better if i was a programmer", but I just... keep finding solutions to my problems in excel. And just keep default-ing to excel time and time again. My motivation to wanna learn to program is this blurry idea of "I bet a programmer could do this better", but my concrete idas of what i wanna do I always find a way to make it work on excel, I am very create on my problem solving in excel. But I don't wanna stay in excel. I know progress will crush me, I will become obsolete, any minute now. I need to move forward and learn proper data science. I just struggle to get motivated cuz all my projects end up working just in excel.

  • @KenJee_ds

    @KenJee_ds

    Жыл бұрын

    To be honest, a lot of our work can be done in excel. The problem is when we run into problems where it can't. The easiest one I see is when you start dealing with larger datasets (>1,000,000 rows). There may be some ways around this now, but this is where I see programming languages really shining. There are also bottlenecks with excel when you want to run algorithms outside of regression or making interactive dashboards available online. I think maybe trying a project that would fit into one of those categories could help you stretch beyond your excel skills a bit. I hope this helps!

  • @icecold1805

    @icecold1805

    Жыл бұрын

    @@KenJee_ds I work on the HR department that recruits directors of our firm. We handle not more than 500 recruitments a year, so I doubt I will ever see a database of over a million items. The running of algorithms... the thing is, there may be awesome things to do with that, but I don't know what that is. See, that's part of my issue, it's not that there ain't anything worth doing with python on my line of work, is that I don't even know what I could do, like "I don't know what I don't know". BUT, the online dashboard idea... mhmm... yeah, that would be cool, I mean, as I said this is basically a one-man project, I am given a lot of leeway on how to do things, and it gives me plenty of room to "show-off". Doing something like an online dashboard could be really cool. I have no idea how to do that, but hey! you at least gave me an objective now, guess I will research more on that. Very appreciated!

  • @kahhuanyap6313
    @kahhuanyap63132 жыл бұрын

    Nice video! Pretty sure the lots focus at 4:35 is intended :p

  • @KenJee_ds

    @KenJee_ds

    2 жыл бұрын

    Lol wasn't intended but worked out well

  • @ubaidadil5201
    @ubaidadil5201 Жыл бұрын

    Thank you very much Ken. You are the man! Dude. I have a quick question about my situation. I am an Economist and I want to learn Data Science to excel in the Economic research or Market research and related data analysis. I have learnt Statistics in depth and Maths in not a barrier as well. Would you suggest me a roadmap that I can work on. Right now I am not doing career job but I want to switch asap. Thanks again