The Programming Roadmap For Data Science

Рет қаралды 28,327

Жыл бұрын

How would I learn to code if I had to start over? In this video, I show you the exact same learning plan that I designed for my friend who is just starting out. We discuss, which programming language to start with (python), what IDE to use, basic programming concepts, and my three best tips for any beginner programmer to remember.
0:00 Intro
0:57 What Language?
2:10 Where to Start?
4:20 The 7 Coding Basics
7:50 Project Based Learning
8:41 Specifics for the Data Track
10:01 Most Important Tips for New Coders
Coding / Data Science Resources:
@freecodecamp : kzfaq.info/get/bejne/qMyjlrmEldzYkqs.html&ab_channel=freeCodeCamp.org
Python Tutorial: docs.python.org/3/tutorial/
www.python.org/about/gettingstarted/
🌟 365 Data Science - Courses ( 57% Annual Discount): 365datascience.pxf.io/P0jbBY
Beginner Kaggle Workbook: kzfaq.info/get/bejne/f5l2da2Vzqvck5s.html&ab_channel=KenJee
Other how to learn coding videos:
@TinaHuang1's original how I would learn to code video: kzfaq.info/get/bejne/g66AesiCqZ64pn0.html&ab_channel=TinaHuang
@namanhkapur's rendition: kzfaq.info/get/bejne/oZ-HpNOC1Z66g4k.html&ab_channel=NamanhKapur
@fknight's version: kzfaq.info/get/bejne/e7apn7md1bHUinU.html&ab_channel=ForrestKnight
Graphs and commentary source data:
Stack overflow survey: survey.stackoverflow.co/2022/#professional-developers
Kaggle python vs R usage: www.kaggle.com/code/datafan07/what-takes-to-be-a-data-scientist-story-of-robert
Kaggle python vs R usage over time: www.kaggle.com/code/hasanbasriakcay/what-has-changed-in-data-science
@jomakaze's word ide video: kzfaq.info/get/bejne/jplkjdCcysCon6c.html&ab_channel=JomaTech
#datascience #KenJee #code #programming
⭕ Subscribe: kzfaq.info
🎙 Listen to My Podcast: kzfaq.info
🕸 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=kenjee
MORE DATA SCIENCE CONTENT HERE:
🐤My Twitter - KenJee_DS
👔 LinkedIn - www.linkedin.com/in/kenjee/
📈 Kaggle - www.kaggle.com/kenjee
📑 Medium Articles - medium.com/@kenneth.b.jee
💻 Github - github.com/PlayingNumbers
🏀 My Sports Blog -www.playingnumbers.com
Check These Videos Out Next!
My Leaderboard Project: kzfaq.info/get/bejne/o9-YorqG17m0Z6M.html&ab_channel=KenJee
66 Days of Data: kzfaq.info/get/bejne/p7yPdM-D3M6tY30.html&ab_channel=KenJee
How I Would Learn Data Science in 2021: kzfaq.info/get/bejne/apdzn9WZm9TaYac.html&ab_channel=KenJee
My Playlists
Data Science Beginners: kzfaq.info/sun/PL2zq7klxX5ATMsmyRazei7ZXkP1GHt-vs
Project From Scratch: kzfaq.info/get/bejne/g9Z2bKt2s7fOdKM.html&ab_channel=KenJee
Kaggle Projects: kzfaq.info/sun/PL2zq7klxX5AQXzNSLtc_LEKFPh2mAvHIO

Пікірлер: 63

@KenJee_ds Жыл бұрын

To get things started, I would like to do a python project where I automate the watering of my plants! Share the projects you would like to work on below! Again, thanks for watching! Be sure to check out all the resources in the description above!

@petervd6207 Жыл бұрын

nice! your plants would love you depending on type, probably start with measuring moisture content, - nutrient content of soil, amount to increase or decrease within limits, allowing for location / evaporation in the house - sun - shade. best time to adjust - if these are not accounted for you could end up with overwatering etc. - Unfortunately I would be the one searching for new plants

@skinnysenpai6794 Жыл бұрын

So basically Datatypes Variables work Logical operators if else elif Loops while and for Functions encapsulate and reuseability Basic data structures work tuples dictionary set list Then libraries , pandas, numpy matplotlib, scikit learn Arrays, series, dataframe from numpy Classes and object oriented programming is for later And build projects to renforce learnings, Also just follow projects on kaggle line by line don't worry about feeling less of and just learn how the project is build. And take it easy on yourself

@evoguru8089 Жыл бұрын

I often notice myself skipping some basics and hopping onto more advanced models and techniques. However, as elementary, as they may appear at first, coding basics always need to come first. The more you know them, the easier it’ll be to grasp more complex structures.

@KenJee_ds Жыл бұрын

True!

@amospan14 Жыл бұрын

Love the jiu jitsu visual analogy to when you feel stuck debugging a coding problem. Have no fear cause likely a developer on stackoverflow has experienced the same problem and solved it. Thank you my man!

@brindhaganesan3580 Жыл бұрын

Excellent video Ken!!!! I love the quality of your videos. Keep up the great work :D

@KenJee_ds Жыл бұрын

Thanks!!

@mariopaul6505 Жыл бұрын

A video many have been waiting for! A Ken Jee classic! I agree that at first, coding "seems" hard and challenging. Once you get started with your first project, you begin to realize how much fun it is! A few well documented personal projects later, you're well on your way to potentially apply for entry level jobs. Keep grinding everyone!

@KenJee_ds Жыл бұрын

Thanks for watching Mario!

@r1fl3r93 Жыл бұрын

Copying and pasting codes and executing it is a very unique way to learn, currently im doing data science Professional course on Coursera by IBM and they used this technique in Jupyter Notebooks.

@voyager1996 Жыл бұрын

This is awesome! I'm in my first semester of master's program in Data Science, but I was having a hard time since I come from linguistics background. Now I feel like some clouds have been cleared up. Thank you so much for the video and can't wait to watch your next content! Cheers :)

@KenJee_ds Жыл бұрын

Amazing! Glad to hear this helped!

@alposchris Жыл бұрын

Well, I have to admit that this is the best video to lead you on the programming path! Thanks Ken!

@KenJee_ds Жыл бұрын

Thanks for watching Christos!

@Fajita_boi_swag Жыл бұрын

Love this advice, also @Ken Jee your Gis in the video are super dope!

@KenJee_ds Жыл бұрын

Thanks Alex!!

@harshitsati Жыл бұрын

wow this was very informative! love the Jujutsu training clips! :)

@KenJee_ds Жыл бұрын

Thanks Ecstacy!

@wesleyatkinson1049 Жыл бұрын

This was excellent Ken, thank you!

@KenJee_ds Жыл бұрын

Thanks for watching!!

@estebanlegare Жыл бұрын

Interesting, keep it up

@knw-seeker6836 Жыл бұрын

Thank you for the fantastic and simple explanation

@KenJee_ds Жыл бұрын

Thanks for watching!

@mabenba Жыл бұрын

This video is amazing. Thanks for sharing your wisdom. What I would love to make with python is an automated speed test for my internet that collect band width data every certain amount of time to make a dataset to present a claim to my internet provaider.

@KenJee_ds Жыл бұрын

T hanks for watching!

@isaiahoshinaike6183 Жыл бұрын

i will become a data scientist for this reason and this reason alone

@daniel_tobi Жыл бұрын

This came in right in time. I am about to resume school in a month. I have been planning to teach my course mates Data Science.

@KenJee_ds Жыл бұрын

Awesome! I hope it helps!

@hujanair2 Жыл бұрын

You are a godsent. I am 31 who wants to go into tech by doing data scientist bootcamp. Are companies still looking for entry level data scientist jobs? Or should i pick up another skill aside from the basics before applying left and right?

@MrViperHiggins Жыл бұрын

Hey Ken great video as always man. Can I ask what are those boards at 2:51 they are awesome!

@KenJee_ds Жыл бұрын

They are black dry erase boards at my gym!

@SeattleDataGuy Жыл бұрын

That face when you're rolling...😅...it was at this moment Ken realized he fricked up.

@KenJee_ds Жыл бұрын

Lol I f'ed up when I set foot on the mat

@SeattleDataGuy Жыл бұрын

@@KenJee_ds At least you're learning a lot! Also, are you preparing to take on Joe in a match.

@Eta_Carinae__ Жыл бұрын

Though R is _technically_ a programming language, I think very few people use it for programming. And that's almost ditto for Python, ime. I just think that if you're in a bit of a pinch, actually solving a problem by programming just makes your life so much easier, and I think Python tends to get you to the program you want to write much easier, mainly because it's C-like.

@KenJee_ds Жыл бұрын

I agree!

@Glenners Жыл бұрын

Thanks for the info dude! Just FYI your LEDs are causing that banding. The frequency of the pulse width modulation is lining up with your shutter speed/ frame rate, if you change your shutter speed a bit you could get it to go away (wouldn't be using 180 degree rule anymore but who cares).

@KenJee_ds Жыл бұрын

Thank you! I didn't notice it when I was shooting, and my editor pointed it out when he was going through it. Will be making some adjustments in the next vid!

@Glenners Жыл бұрын

@@KenJee_ds I know because I've done the same thing haha. Hard to see everything with the little screen on a camera sometimes.

@jonforsgren7428 Жыл бұрын

I train jiu jitsu as well. Blue belt here! Learning Data Science as I found a passion in working with data. If you're ever in Michigan please let me know and come train with us at our gym! I would like to eventually find ways to use data science to come up with interesting projects within the jiu jitsu landscape.

@KenJee_ds Жыл бұрын

I will do for sure!

@KenJee_ds Жыл бұрын

Actually in Michigan in like 2 weeks haha shoot me an email at kenjee.ds@gmail.com

@diegoariel707 Жыл бұрын

Thanks for the video! What are your thoughts regarding the math of data science?

@KenJee_ds Жыл бұрын

Hi Diego - This is an older video of mine, but I think it could help! kzfaq.info/get/bejne/sLmngJimu8vdnIk.html&ab_channel=KenJee

@felixc.programs8209 Жыл бұрын

I was about to make a similar video and watching this inspired me plenty of new ideas, now I have to rewrite my entire script so thanks for nothing. Jokes aside, great video and inspiring as always!

@KenJee_ds Жыл бұрын

Thanks Felix!!

@salomeshunamon4737 Жыл бұрын

Thanks so much for this video. The link to the youtube for freecodecamp isn't working. I had a question (perhaps for another video)- what "certifications" (if any) are valuable in the DS space?

@KenJee_ds Жыл бұрын

Should be fixed now, thank you for pointing that out!

@waqarahmad9094 Жыл бұрын

great work Ken Jee

@KenJee_ds Жыл бұрын

Thanks for watching!

@sawyerhunt9293 Жыл бұрын

I started doing some EDA on data from my workouts acquired from my Apple Watch, but I’m unsure where to go from here. Anyone have any suggestions? Thanks in advance!

@KenJee_ds Жыл бұрын

You could see how that relates to your other health metrics like resting HR or your sleep!

@syedraza6314 Жыл бұрын

you were super helpful when i emailed you about a year ago just so others know but please don't blow up his inbox lol. anytime a market becomes bloated or saturated you need a remedy its nature i believe. with data science and analytics courses even masters degree being handed out by the dozen, what do you think is the future of DS analytics this whole industry that relies on experts that transform data into insights. What will happen in the next 3-5 years from your standpoint (you're def an expert in area if not one of the top, def up there and you're always objective, only giving more credibility to your opinions). thanks Ken.

@KenJee_ds Жыл бұрын

Thank you so much for the kinds words Syed! I made a video a few months ago called "Is data science dying?" this is my best thoughts on the future of the field!

@syedraza6314 Жыл бұрын

@@KenJee_ds will check out and i hope not for another 3 years need that job security sir.