How to ULTRALEARN Data Science
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- Опубліковано 5 лип 2024
- In this video I talk about how to ultralearn data science. This learning philosophy is based off of Scott Young's book ultralearning (linked below). Scott used this approach to learn the entire undergrad MIT Computer Science curriculum in a single year (and pass all the exams). Ultralearning has 9 principles and I show you how you can apply many of them to data science.
Ultralearning Book: amzn.to/33LTvYf
*This is an amazon affiliate link. The couple cents I get from your purchase go to paying off my student loans, so buying is greatly appreciated! This is at no cost to you!
Principle 1: Metalearning - Plan your learning journey. Think about your data science goal and create a roadmap to get here. This should take up to 10% of your total learning time. If you want to become a data scientist, you need to learn programming and math. Figure out exactly what concepts you need to know from each disciplines.
For learning Coding: • How To Learn Programmi...
For learning Math: • Math Needed for Master...
Principle 2: Focus - To stick to your data science learning plan, you should train yourself to focus. This is a learned skill. You should pay careful attention to your environment and schedule your time wisely.
Video on data science focus: • How to Stay Productive...
Principle 3: Directness - This is my favorite one. If you want to learn data science, you should do data science. You will quickly find out where you are weakest. You should then work on these things.
Video on projects for your portfolio: • The Projects You Shoul...
Where to start: • Where YOU Should Start...
Beginner Projects: • 3 Proven Data Science ...
Project Example: • Data Science Project E...
Principle 4: Like
Principle 5: Subscribe
Principle 6: Feedback - to maximize your data science performance, you need to focus on feedback loops. Programming is great because you have immediate feedback from error messages. I also recommend reaching out to your friends who are data scientists or people in your network to get feedback on your projects. I also am happy to give resume or project feedback, but please watch all my relevant videos first.
Playlist: • Data Science Portfolio...
Principle 9: Exploration - You need to keep learning because data science is constantly changing.
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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...
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If you would be interested in me doing a live stream where I review resumes or projects, please let me know in the comments below! Ultralearning Book: @t
Ken Jee We've already exchanged messages regarding this, but I'd love this for one of my resumes or projects when I'm ready! It might not be for a while, but I'll get back to you then
That would be incredible! Glad we have a volunteer!!
@@KenJee_ds hello ken, i am pursuing masters degree in data science and planned to graduate in August. I am now worried about job market due the present situation. How bad it would be impacted in terms of data science job market and economy? Is there any crisis we are facing? Please make a video if possible!!
sure
Ken Jee Hi Ken, I have some few questions:
1) Is learning to use in depth Ms excel and SQL is necessary? Or learning python will do the job?
2) Do you use only python or another tools like tableau, power BI...?
3) I have good math background but I don’t know which tools should I learn to land a entry level job?
Videos where you review someone's projects and CV would definitely be valuable. Keep up the good work! :)
Thanks! I am definitely learning towards doing some of them!
Thanks a ton for this video Ken! I recently dropped out of my physics PhD after going through some hard times financially and after falling in love with data science. Your videos are absolutely invaluable to me and I'm very appreciative of the work you put into them!
Thanks for watching! I am glad that the videos have been helpful. Sorry to hear about the financial hard times; I'm wishing you the best of luck!
Thank you so much for making these very informational and insightful videos! I’m a rising college freshman, and I foresee myself watching all your videos as I begin self-learning data science this summer break!
Awesome! Thank you for watching!
Glad I found your channel Ken! I feel extra-motivated. Thanks for all the tips!
Another quality video Ken! I love non fiction books, so this "review a book and apply it to data science" type of style is right up my alley. I think it brings in a lot more video ideas too!
Thanks for watching! I actually have another one based on a book coming out Monday. Stay tuned for that one if you liked this!
This is a great guideline Ken! Thanks. From here I created my own meta-learning framework for my data science learning roadmap.
Awesome!!
Thank you Ken... It's really helpful for maintaining descipline...
Glad it is helping Piyush!
Hey Ken, Another great advice from you. I have been following your video for some time. They have been really helpful with my preparation.
Thanks for watching Alok! Glad the videos have been helpful!
Good book suggestion and the time to publicise its values. I finished Young's book at the end of last year, and it really helped me be a more attentive learner. I utilised a Trello board to track down the list of resources - following the meta-learning principle.
Fully agree with you on the other parts as well like directness and feedback. I found that to be the keystone habit for me in last few months, as I always regurgitate information to the point where I can explain concepts like JOINs/LEFT JOINs without having to refer repeatedly to other resources.
Thanks Ken!
It is awesome that you already read the book and that it has helped you learn data science! I love hearing stories like this!!!
Thanks for your insights Ken, Can I get the link to the book?
Thank you for uploading videos and help us to develop new skills.
Going through the book which you mentioned in the video (ultralearning).
Will re-watch the video once I complete the book.
Great! I hope you enjoy it!
I get solutions for my every problem by your videos.Thank You very much Keep going sir.
Thank you for watching them! I am glad they have been helpful!
Content, monitor background, and polo are on point.
🔥
Awesome this is a very good concept to share and you are right most people watching this are self directed. Thanks for sharing .
Thanks for watching! I am glad it hit the mark!
i am watching your videos from past 1 hour and it has cleared a lot of doubts of mine.....thank you
That is awesome! Thank you for watching!
Very well-structured advice. Subscribed and looking forward to more videos
Thanks for subscribing! I hope you continue to enjoy the content!
I just got the book last week and am reading it now. I love it. Thanks for the suggestion!
Really glad to hear!
Man Hello from Thailand. This is what i looking for . Im from data sci learning path from your vid . This is pure Motivation for beginner like me .thanks a lot.
Awesome, glad the video could help!
Love your stuff man! Because of you and Daniel Bourke I landed my first Data Science job. Also just bought the Ken's Nearest Neighbor shirt being a fellow Ken and all lol
That is so awesome to hear Ken! Definitely great name haha. Enjoy the shirt!!!
Hi Ken, Thanks for short notes.
Thanks for watching Piyush!
Hi Ken, I am starting my data science journey. My goal is to have a data science job in the next 8 months. I have created a study plan, I currently learning phyton, and next, I'll start working on a project. Your channel is so valuable and has a lot of good information. Thank you for making such insightful videos. Keep up the good work!
Glad to hear that the videos have been useful! I would love to hear how it goes for you. Good luck!!
Check out this blog for complete road-map to learn Data Science:
towardsdatascience.com/how-did-i-learn-data-science-in-2-months-8f72c5f5b401
I hope that it would be useful to you.
Your channel is gold brother keep it up!
Thanks for watching!
Your videos really inspire me a lot
I am glad to hear that! Thank you for watching them! 😀
I don't feel so bad now spending half the time I devote each day to acquiring data analyst/science skills in learning math: linear algebra, statistics and probability, and calculus. A live stream video reviewing resumes or projects would be highly valuable. Now back to practicing multiplying matrices I go!
Thanks for the feedback! Good luck with your learning!
Leaning into the frustration and boredom at times - working on that now
I still struggle with that daily haha!
I started my data science course work based on your suggestions thanks Ken😀
That is awesome! Thanks for watching, I am glad I could help!
Thanks for sharing! keep up the great work! :)
Thanks for watching!!
Good job, thanks for the video.
Thanks for watching!
great video Ken, keep it up
Will do my best! Thanks for watching!
Great video! I would love to see you do live streams and engage with your audience. Your channel is small enough to talk to your audience but should take advantage of that before it goes big ;)
Thanks! I am definitely leaning towards doing one! I have to do a bit more planning, but would like to make it a reality.
How to use data science to compile a search engine for just resolving error messages lol. Seriously, from TVs to routers to IDEs to vehicles, one glorious site for error messages/codes would be AMAZING.
Would be great! I think there are some gpt3 applications trying to do this!
This is a great recommendation!
Great!
you are a gem !
Thank you!
Thank you, Ken! 🤗 I’m taking up algorithms from scratch right now, just the basics, and you often mention, that data science is about using the best way to solve the task. This kinda scares me. Are there, in reality, effective and reliable ways to make sure, that the algorithm and solution for a task were chosen correctly. Should I be less scared by this? I’ve just started learning, and for me this seems, that experimenting can be endless. Would be cool, if you break or confirm this fear 🥴thank you again, I love your videos! 🥰
Thanks for watching! I don't think that this is something you should be scared by. This is what actually makes data science fun!
I may have misspoken a bit; in data science there is no such thing as the "correct way". Generally, your solution to any given problem is a trade-off between the amount of time you have and how accurate you want your model to be. Almost every model can be improved in some way, it just takes longer or is more expensive (computing power / algorithm selection) to do so. As you learn more, you will get a feel for what methods to use to solve which problems and the amount of reasonable experiments you can do begins to shrink significantly. For most "real world" data science, you don't always focus on building the best model possible. You build something that works, then you iterate on it and improve it over time. Data science is about making slow and steady improvements like this, where you learn as you go. I hope that this helps ease some of your fears here!
Ken Jee , it definitely helps me a lot, thank you so much for the reply☺️this is just what I needed to proceed
I will do as you suggest and watch those videos before asking you :) if you downt have it already, maybe some playlist would be a good idea. “My recommended order of watching”, “See these before asking me questions”. I would at least like it. I plan on watching all of the videos, but with the corona situation, closed kindergartens and schools, I’m trying to learn statistical analysis while having 3 small kids home, so it may take some time. Anyway you have already given me the most clear information on what a data scientist actually do, and I only have a little more than a year left of my bachelor’s. So thank you 👍🏻
I am always happy to answer normal questions in comments etc! I have recently been asked to review resumes / portfolios quite a bit (which take a larger chunk of time), so it takes a lot of pressure off for people to have gone through the videos. The playlist I made for this purpose is located here: ua-cam.com/play/PL2zq7klxX5ARnFpk83JauioZb5zyxNZek.html .
Thanks again for watching, and stay safe with the kids at home. Also, good luck with the rest of your degree!
Ken Jee thanks man, and all the same :) you could always charge a little sum for the job. Then it does not take too much time, and all how pay really want the help
I’ll check the list first then:)
just suscribed. thanks mate
Thanks for subscribing! I hope you find the other videos helpful!
your videos are amazing
Thanks!
I just subscribed and the number turned 93.000 🙌🏻 Nice Job
Awesome!! Thank you for the support! I hope the videos have been helpful to you!
yes
Hi Ken,
Just curious about something, where do you learn best? At home most of the time, or would you go to a cafe/ library occasionally ?
I personally need that change of environment sometimes so I head to a cafe sometimes, even though I'm saving for masters.
I've set up my desk at home to really optimize my focus! I don't do well with distractions in cafes etc
I would like to make a road map of my data science journey. How do I learn more about the field of data science and associated disciplines?
Thanks for watching Nate! I recommend working your way through this playlist: ua-cam.com/play/PL2zq7klxX5ATMsmyRazei7ZXkP1GHt-vs.html. I also think you should check out kaggle.com and the towards data science medium publication. These are the best places to learn about the field. Maybe also kdnuggets.com
Hello Ken
I face problem after building a model that is I am struggling to enhance my accuracy. My data overfits and my accuracy keeps on stuck there and then and there's no one to guide me. What to do?
It really depends on the model you are using. I would also recommend trying other classification models as well.
Good stuff
Thanks for watching!
Keep going pro
Thanks!
Good stay that way...!
sir, could you please tell me about the background music being used .its so motivating and it gives me a pump for pushing myself forward.
I believe it is called nimbus and is available on youtube's free audio library
@@KenJee_ds thank you sir
There is so much content and so many books on Data Science. What to start with? Im literally a beginner
I would recommend this video I made on the subject! ua-cam.com/video/XjC3FPL-S78/v-deo.html . Generally I would start with the kaggle.com micro courses though
Nice man. I've been trying to get a copy of Ultralearning but Amazon's all backed up on shipping because of the situation 😅
Sorry to hear that! You could probably read it on kindle if you really needed to!
I found a free PDF of the book if you're interested.
I think it's important to emphasize the danger of trying to ultralearn anything. If you let ambition get ahead of you then it can really come back and bite you.
Totally fair point!
Hi Ken, I’d be interested in a live stream for career review & feedback. Thanks!
Awesome! Instead of doing them live, I have been doing a recorded one every Monday as part of a series. I recommend checking it out!
Scott young☯️☯️☯️
Thanks for the advice!
Please consider opening up a discord server to gather the community of learners ;D
I have one here: discord.gg/bvVS9dZwY9
@Ken Jee hello ken, i am pursuing masters degree in data science and planned to graduate in August. I am now worried about job market due the present situation. How bad it would be impacted in terms of data science job market and economy? Is there any crisis we are facing? Please make a video if possible!!
Thanks for watching! That is a very good question. I will do some research to see if I can better understand how the specific data science market will be impacted by the current situation. I would expect you would be better of than any professions, but I expect overall hiring to take a hit. Will do my best to make a video related to this subject!
Thank you for the inspiration! Also, can we see your biceps too :)
i want to learn data science hoping for a career change.. i've started doing programming more with python since 2018 and also some machine learning stuff.. but im very easily distracted and therefore, unable to focus.. thanks for this video
Thanks for watching! I recommend starting small, exploring one of the algorithms and trying to implement it. This usually gets me excited to do more
Hi Edward! It took me quite a long time to manage distraction too.
I've stumbled upon this free course that summarised what I took years searching for; and first week has a segment on managing procrastination.
You can give it a try, cheers!
www.coursera.org/learn/learning-how-to-learn/
The moment i learn about Data Science i knew i have found where to put my focus on but i still haven't been able to make a goal in that direction, any tips?
I recommend making goals that you have complete control over, are concrete, and have a time window. For example, I will do 3 data science projects on regression, classification, and clustering in the next 2 months is a good goal. You can measure it, and you have complete control over if you do it or not. A goal like "I will learn data science" isn't as good because it is completely subjective. I hope this helps!
@@KenJee_ds yes sir.
The lighting for video is seriously under-rated.
Haha thanks! I have been experimenting with some different stuff!
@@KenJee_ds I see what you did there.
Hey... You are doing a great job..! I always enjoy your content and it is informative.
I am a machine learning student i am practicing machine learning since 2 years now and I am in my 3rd year of B.tech Degree but i do not have any internship.. Can you please help me out with this.?
Thanks for watching! My best pieces of advice are to do as many projects as you can, and to network as much as possible. I am also happy to review your resume and portfolio on my project review series if it would help you to get some more interviews. Information on how to submit your work is located in the comments section of this video: ua-cam.com/video/DW55gaQ_Egk/v-deo.html
Do you think I can get a job in data analytics from commerce background without a traditional studying approach, i.e, a degree?
It is definitely possible, but will require quite a lot of leg work doing projects and networking!
The teacher 🌬️
Thanks for watching!
yeah, do the live streams
Thanks! I have actually started the project review series (non-live) for the beta test. They seem to be going well. Please let me know what you think!
Hi Ken, what a fantastic channel and platform you have created!!
I have been watching your videos for the last 2 hours now and you have given me so much insights in this small time! I am torn between diving into Data Science and focusing on the path as a Digital Analyst with no programming skills. Haven't found a video to that. Would you consider talking about that one day soon? (bell notification is on :-) )
I would love to contribute to your excellent work with using an affiliate link. Can you provide one for www.audible.de?
Keep up the good work! All the best from Austria.
Hi Melek - Thanks for watching so many of my videos! I am very glad that you have found them useful. I would be happy to make a video on that topic in the next few months. Some short term advice, I would recommend learning some of the skills and tools at the intersection of the two roles so you can decide later on. Most analysts need to know SQL, tableau, and excel. It could be worth starting there and picking up some python later if you wanted to move more into data science. I hope this helps!
Ken Jee Thank you so much for your quick and helpful reply! I‘ll do my research regarding that. If you happen to have an affiliate link for audible please share so I can give back to you as well. All the best, M
Nice shirt🎉
Thanks!
Hey Ken, Great video! Right now I’m in the beginning phase. I am enrolled in Johns Hopkins course for data science due to employment benefits and it’s free. Since Hopkins is biostatistics and clinical research based, the course is taught in R. I am learning because I want a job in data science, but not exclusively in biostatistics. I also prefer Python over R. My question is: should I enroll in another course that is Python based and focus on that for a more generalized approach or should I just stick with the Hopkins course? Thank you!
Thanks for watching! If the course is free and you are enjoying it, I think that sticking it out is fine! I would focus on the math and the implementation while you are taking it. If you understand the concepts, it should be pretty simple for you to implement them in python on your own. If you are comfortable doing self study, I think that is the best approach to learn the python that you need. The mirco courses on kaggle.com should be a good starter there. If you feel like you need more than that, you could consider another certificate. I hope this helps!
Ken Jee thanks so much for the advice! I am learning both Python and R simultaneously but I’ll focus on the Hopkins course for concepts from now on. This video helps me out a lot since I can implement strategies to learn better. Thank you again for making a platform like this!
@@mack.cheerdesk Great! Happy I could help!
How good is the course on coursera, Data science by IBM
I haven't taken any of those. Almost all of the courses are decent quality though. It really depends on your learning style!
@@KenJee_ds that's helpful, thanks
@@KenJee_ds So even if we dont know anything kaggle is a good enough starting point for us right?
I could only manage step 4 and 5 so far..
Haha that is a good start 😉
What keyboard is that?
amzn.to/2ZfOJC4
I've watched your videos a lot that i forgot to subscribe (btw i did it).It felt so bad😝
Better late than never haha! Thanks for the sub! I will do my best to make it worth it!
how can you enjoy frustration? it's most horrible feeling when something doesn't work....
For some reason, I look at the frustration as part of the learning process. It wouldn't feel so good when you got your code to work if it wasn't frustrating when it didn't work haha.
@@KenJee_ds yes if I stuck on a problem and couldn't find the solution, i don't feel like i can enjoy my life and there's this needle that constantly pinching me
@@KenJee_ds it's like this constant nagging stress/pain you know what I mean?
@@MasterofPlay7 yep, I face it on a daily basis haha. Still, I have programmed myself to enjoy it with some practice!
I love your videos and the channel, but get very distracted by your eyes flickering when you read the script. I don't know if it's just me, I think it would be a better experience to just have a VoiceOver or something, or maybe putting the script in notes format in front of you, occasionally looking down is okay. Thanks, and keep up! :)
Thanks for the feedback. I will try to work on this in future videos!
Comment with yourself. Then I'll be illeterate until you quit.
Would continue?
If you're not serious on the girl just play something.