The One and Only Data Science Project You Need

Рет қаралды 302,959

Күн бұрын

Are you trying to figure out your next data science project? Find the one and only project that you need to build, that’ll help you gain full-stack data science experience, and impress interviewers on your interviews if your goal is to jumpstart your career in data science.
I’ll break down the components of what a good data science project includes and exactly what an interviewer is looking for in a project and why they’re looking for it. I’ll also let you in on a secret about this project idea and why I think it’s the best one out there. So watch until the end to hear about what that is.
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👉 Subscribe to my channel: bit.ly/2GsFxmA
👉 Playlist for data science interview questions and answers: bit.ly/3jifw81
👉 Playlist for data science interview tips: bit.ly/2G5hNoJ
👉 Practice more real data science interview questions: platform.stratascratch.com/co...
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Timeline:
Intro: (0:00)
Stay away from these projects: (0:58)
Components of a great DS project: (1:28)
Work with real data: (2:29)
Work with APIs: (3:04)
Databases in the cloud: (4:48)
Building Models: (6:10)
Making an impact / Getting validation: (7:48)
Conclusion: (11:00)
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Contact:
If you have any questions, comments, or feedback, please leave them here!
Feel free to also email me at nathan@stratascratch.com
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#datascienceproject

Пікірлер: 359

@williamdarko1142 2 жыл бұрын

I'd also like to add one more thing. Yes its good to spend a lot of time learning this stuff, databases, apis, etc, but you also don't want to get stuck in what I call TUTORIAL HELL. There are so many online courses, and books, and articles telling you about a million billion ways to do the same things, and which ones are right. In my experience, learn enough that you feel you can start a project, and start working on a meaningful project, something that you'll continue working on, on like a friday night, when its cold, and nothing seems to be going right lol.

@stratascratch 2 жыл бұрын

That's great feedback. Thank you.

@mgonetwo 11 ай бұрын

Can not stress enough how right you are.

@cindystokes8347 10 ай бұрын

So here’s where I get confused. This sounds like it’s how to get an interview as a data scientist right? Which I understand why that would take years. There seems to be some confusion out there about what a “data analyst” does, because you’re encouraged to build “projects” for those as well which pretty much stops as visualizations that would end up on a dashboard for a sales org or something. I’m trying to upskill to get new work and I don’t have years to get there. Is there no value, employment wise, at getting good at the increments? (Database then APIs etc.?)

@shanrock1021 7 ай бұрын

I M in the same loop ...n I m trying to learn wat to choose......

@samuelakwantui3124 7 күн бұрын

❤

@adamadnan9173 Ай бұрын

After watching this video, I will return after becoming an expert data scientist.🔥

@shresthaditya2950 Жыл бұрын

3:30-Example of A.P.I Twitter, Google Analytics,KZfaq,Netflix,Amazon 4:06-1) How To Setup and Configure A.P.Is,2)Learn how to use libraries to help you make A.P.I calls 3)Learn How to work with data structures like JSON and Dictionaries 4:00-Use A.P.I for data sciences: 4:48-Use Cloud Database,Make Datapipeline of AWS and Google Cloud. 6:20-1)Building Models 2)Why did you pick that model can other models do the same 3)Why did you clean the data 4) What type of validation tests did you perform on the data to prepare for the model 5) Tell me about the assumptions of your model 6) How did you optimize your model 7)How did you optimize your model 8) Explain the math behind your model 7:48-Make an impact and get validation by sharing what you have done 1)Code Sharing on Data Science Subreddits or GitHub 2) Share your Insights Create Visualisations and create Blogs/ Articles or TowardsDataScience 3)Learn Django/Flask/Aws to deploy an application that can serve as an interactive dashboard or A.P.I

@fal8202 2 жыл бұрын

Thank you for this great summery, very actionable and motivating, looking forward to watching your actual application of this path, even for a most simple one.

@intanputri7288 2 жыл бұрын

Just found this and def gonna watch all you vids! You're amazing, thank you so much for sharing the valuable knowledge nate!

@pooyarowgh 2 жыл бұрын

I have been struggling with coming up with ideas for a meaningful and not a "MNIST-type" project for the last year and found it really hard to get inspired reading different works of others. This video though made it feel so intuitive and brought me an aha-moment. Thanks for the great work Nate.

@valrindelsubaan9230 2 жыл бұрын

This was a good watch, this video was the guidance I needed

@Betterdailyy 2 жыл бұрын

I love this!!! I’m a Data Science recruiter looking to jump to a more technical role! This helps a lot!!!

@mkhim 2 жыл бұрын

Just found this Channel and subscribed straight away, Thank you very much for spot on content and clear explanations! thank you again.

@foxzhang 2 жыл бұрын

This guy is spitting gold, really appreciate the depth and clarity.

@tinylittleanj2 2 жыл бұрын

This video is amazing!! Thank you for collating all of these ideas. I have never come across your channel before, and now I am subscribed. It was refreshing to see not to worry about kaggle and get going on real life experience instead. Brilliant

@elliepenkova3853 Жыл бұрын

The first video about DS projects that's actually 100% useful. Great job, Nate, I'll follow this path for my project for sure.

@shailajan2099 2 жыл бұрын

Thanks for sharing valuable info about real world Data science project needs.

@dean8147 2 жыл бұрын

Great video. Provided insight for my MSc thesis.

@verabh 2 жыл бұрын

This video left me mad inspired to dust off a project that I thought was getting too big and involved, and really market all the different ends of it. Thanks!

@escolpiod123 2 жыл бұрын

Thank you very helpful and easy to understand!

@tomtafolla7595 2 жыл бұрын

This was great guidance! Thank you.

@vlkhvan 2 жыл бұрын

Amazingly useful! Thank you!

@fushen8879 2 жыл бұрын

Wow, no more toy projects, these are real-world experiences! I appreciate that you are sharing this, great work!!!

@esmael.c2b 2 жыл бұрын

This is a life changing video, thank you!

@chouaibbenali5201 2 жыл бұрын

You're the only vid on the data science community that gets to the point

@hazamkhan4379 2 жыл бұрын

That's an excellent explanation how it can be done, thank you friend ❤️

@mintaowei2686 2 жыл бұрын

Thank you so much. Really meant it. I was at the very moment of making my decision between applying to work as an intern at a very cost due to the pandemic and doing my own DS project where I reside. Your video was a valuable input for me and made me realize that it could be something more than Kaggle projects, and I see more add-on values for me from contributing to a DS project as your described. Much appreciated!!!

@rogeliorodriguez8075 2 жыл бұрын

Wow thanks a lot! Very valuable advice.

@okdokie278 2 жыл бұрын

Excellent video! Thanks so much for this! Really helps sift out irrelevant skills from relevant ones!

@eternalmusic102 2 жыл бұрын

These information would be so useful for applying a job in DS. Thank you so much!

@learnwithgandalf 2 жыл бұрын

Brother, thank you so much. Big help. Take Love.

@IthaliiJackson 2 жыл бұрын

Great content. Highly appreciated

@YuriyBiks Жыл бұрын

Thank you for such encouraging and concise video, especially for those who makes first steps in the data science path!!!

@tolulopetoluwade4116 2 жыл бұрын

One of the best Data science videos I have ever watched. Very valuable. Thank you for sharing this 💕😊

@wallflee 2 жыл бұрын

Holy shit the quality of this video and amount of info in 12 mins, amazing... We need these for every work position ever

@ThePenguinJunkie Жыл бұрын

I have a growing interest in data science and have been posting greater attention to it. This video is a tremendous help! I was expecting to have to build 3-4 separate projects to show my skill set. Building then the way you described would help streamline the whole process. Thank you very much for putting out this video! -Bryan

@doop9134 10 ай бұрын

I’m going to start my final project in the next 2 weeks. To be honest , I still don’t know which project I should build. So this helps so much in terms of planning and give me more clarity what I should focus on! Thank you so much!! 🙏✨❤️

@noriejeannepereira2837 Жыл бұрын

Your advice is real and sharing this knowledge will help those who want to be a data scientist.

@timurnurlygayanov3208 2 жыл бұрын

This sounds like it works for everyone, not just a data scientiests :) Thank you for the video )

@rohanjadhav11 2 жыл бұрын

Great Video ! Thanks a lot for these tips.

@karunakaranr2473 Жыл бұрын

Really good input to start with. Thank you for your time.

@mahmudabdulwadud8515 2 жыл бұрын

This video alone is better than the whole channel of some data science youtubers. Very insightful!

@CarlosJulianGrisalesAlvarez 2 жыл бұрын

This video is pure gold.

@skyblue021 2 жыл бұрын

This is probably the most honest and comprehensive advice on Internet. Fantastic video, Nate.

@awesomeGuss 2 жыл бұрын

True

@samuelakwantui3124 7 күн бұрын

Very true

@emefaamartey5922 2 жыл бұрын

This is very helpful! Thank you

@sagarkhule6439 2 жыл бұрын

Thankyou so muchhh buddy for thissss kinda cool approach you just laid Got an absolute idea of what ima going to do next.. Again' congrats to thatt.to you Love to follow you here ❤️.

@adhiwahyukurniawan9988 Жыл бұрын

I'm lucky enough that KZfaq algorithm show me this really great video. I will use this as guidelines for my DS journey. Thank you so much for this great information. Keep it up !

@shingshing825 2 жыл бұрын

Hi Nathan, amazing video. I was wondering if you could post links to the API's? I can't actually find them in the descriptions as you stated in the videos. Thanks again for curating and creating this relevant content. I have been subscribing to your videos and have used some of your strategies in interviews since I started my DS journey.

@gpkaran88 2 жыл бұрын

Hi ya Nate , great stuff thanks for doing this. I was wondering if there is any way you could rate a few projects or even simply talk about projects that had covered the aspects you pointed and discussed about. It would be of great help for learners like myself. Please.

@ratomarsupial1 3 жыл бұрын

Thank you Nate for sharing your knowledge! Very valuable information!

@stratascratch 3 жыл бұрын

Thank you for watching!

@jhonatanmackalisterduranpi152 2 жыл бұрын

Love it, thanks, great video

@aifoonaahammed129 2 жыл бұрын

Thank You Nate for such an inspirational beautiful video. Thank you so much..

@benjaminw2194 2 жыл бұрын

This provides so much structure. It makes it even easier for a novice to begin without the feeling of being overwhelmed because of the structure.

@jebinmarketing3548 Жыл бұрын

i can vouch, this video has definitely bringing instant perspective. thank you NAte

@joedorben3504 9 ай бұрын

Wow

@prateek2159 2 жыл бұрын

Hey Nate, your videos are just too good. I love how your channel is so dedicated towards real word data science. By the way I noticed that you started a video series, "For your Data Science Project" and I really want you to continue making videos for this particular series because there's literally no one on KZfaq with such guidance on DS projects and I have been looking for one since a very long time because I have my placements just after 12 months and I really want to make a full stack data science project. Thank you.

@balford2112 Жыл бұрын

So helpful. I took an entire course on DA and still had no clear idea of what the process was supposed to be in practice! I also watched videos that suggested tons of projects but not exactly how to go about them. Thank you for doing this video. I feel like I finally have an inkling about what data science work entails.

@chosenbumbledee1402 2 жыл бұрын

This is amazing thank you so much

@stoneybe 2 жыл бұрын

Great input, thanks a lot!

@rainspiderwebprojects630 2 жыл бұрын

Phenomenal! Thank you.

@alexthach2625 2 жыл бұрын

I thought about taking on an end-to-end data science project. Your insights validated my decision to bin the project I'm working on. I just wasn't see how recruiters/hiring managers would see my current project as being impactful. I.E. Locally-stored single .csv, SQL queries and maybe some pretty visuals, and a static dashboard (no streaming). Hit the nail on the head with the age of the data. I was working with 20-30 year old soccer transfer data lol Thank you for inspiring me to shift towards a full-stack project Nathan!

@minjaegil2208 2 жыл бұрын

Damn this video is way too good. Better than my Christmas gift. Thank you!

@aureliohess9349 Жыл бұрын

Great work. Congrats!

@SonLe-mk4sq 2 жыл бұрын

Wow this was so useful, thanks.

@samuelakwantui3124 7 күн бұрын

I’m saving this video as a road map .lol. Thanks, I’m grateful for the info 🙌🏽

@awesomeGuss 2 жыл бұрын

great video man...thanks

@krishgaikwad6108 Жыл бұрын

Thank you so much, the most genuine video about DS project, every concept and mistakes were explained in a very well manner.

@alexschroeder694 2 жыл бұрын

Dude wow. AMAZING video. I love your channel, PLEASE keep doing this

@stratascratch 2 жыл бұрын

Thanks for watching!

@alphar85 2 жыл бұрын

Couldn't help but liked and subscribed straight away. Cheers Nate

@stratascratch 2 жыл бұрын

Thanks so much for subscribing!

@johnjeon5210 2 жыл бұрын

As an ambitious data scientist wannabe, I really appreciate you for this great video.

@jamescutler428 Жыл бұрын

I feel like this is the most helpful data science video I’ve ever seen. Now I just need to find the resources to actually learn these things lol! (Configuring APIs, making API calls, working with the twitter or Amazon API, using AWS, etc.)

@quadrialli3715 Жыл бұрын

Beautiful Video. Thank you

@Nameshouldbehereplz 2 жыл бұрын

This is a really good video and unintentionally made me realize I may just love this kind of thing. Thank you for making this! It's really useful and relevant.

@stratascratch 2 жыл бұрын

Thank you for watching! We'll keep doing more!

@ajitm915 2 жыл бұрын

Wow! This video is ultimate!!

@lucastan302 2 жыл бұрын

Finally no more Kaggle! It is indeed important to know how to retrieve and clean raw data from API cuz in reality no one’s giving you a perfect data to play with. Very insightful, love it and done subscribed!!

@anamikas2567 Жыл бұрын

This video needs more views honestly

@afamefunacharles7767 2 жыл бұрын

Wow.... Wow.... Wow. This made me feel like I've been living in a bubble. I'm glad to get all these information from you, it's a huge step in the right direction. REAL WORLD IMPACT is the key and that's what will keep one in the right position for a job. Thanks.

@thedislikebutton163 2 жыл бұрын

Hey nate, thanks for the advice, it actually feels actionable and gives me confidence!

@stratascratch 2 жыл бұрын

Thanks for watching! Appreciate it

@vickyandendeavours1889 2 жыл бұрын

Best video on data science project

@starship1701 2 жыл бұрын

I liked the bit where you go over some of the model-related questions we could be asked. Maybe you could make a video that goes in more depth? I actually got asked a question like this recently at a career-fair, and I was not ready for it. I'm still pretty inexperienced.

@rodrigosauda5548 Жыл бұрын

Amazing content. Congrats

@bootcamprag 2 жыл бұрын

Nate Great explanation. This was informative instruction in terms of how to set up your work flow. Thanks

@stratascratch 2 жыл бұрын

Thanks for watching! Appreciate it bro

@mohammadmousavi1 2 жыл бұрын

The most honest and useful video I have seen for a while about data science .. thanks

@stratascratch 2 жыл бұрын

Thanks for watching!

@benjaminoluyori2924 Жыл бұрын

Great content! Just Subscribed

@manoelm.m.6121 Жыл бұрын

Thank tou for the amazing video.

@tianag4627 Жыл бұрын

Great breakdown, thanks! I intuitively felt that using datasets like Titanic are not very valuable, so always used my own data for learning.

@moonemujjal Жыл бұрын

Thanks for such a comprehensive set of advice. I truly agree with it.

@stratascratch Жыл бұрын

You're welcome! I appreciate your comment.

@PATRICKCHUAD 3 жыл бұрын

nice advise Nath and sharing your tips to avoid unnecessary steps.

@stratascratch 3 жыл бұрын

Thanks for watching as always!

@monagulapa3022 3 жыл бұрын

Realistic! Great! Thank you for sharing your professional insight.

@stratascratch 3 жыл бұрын

Thanks for watching! Seems like people like career advice more than watching me code!

@eristonmansambu8225 11 ай бұрын

At first, it's daunting then after I realized that it's better to know the truth than to live believing a lie. Now I know exactly things I'm supposed to learn. Thank you so much🙏🏽

@puranjaykwatra0314 Жыл бұрын

thankyou for sharing such valuable information and it also gives me a roadmap which skills i need to build and what I have currently done . Just watched your first video and loved the way you explain all these things . Keep the good work

@stratascratch Жыл бұрын

Glad it was helpful!

@MuaaaaahahahaH 10 ай бұрын

Thknx for this vid!

@supriya1316 2 жыл бұрын

Thanks a million !

@anishamalblanco7386 2 жыл бұрын

Thank you for this video. I am now more motivated and excited to go onto the path of Data Science.

@stratascratch 2 жыл бұрын

Thanks for watching! Appreciate it

@katarzynapuawska8052 27 күн бұрын

All ML/DS courses taught me the latter steps - data cleaning, building a model, data visualization. I learned the deployment part from different resources. So it looks like I lack the beggining steps, that is a real-life data that is updated frequently, using APIs to retrieve it and using a DB in cloud to store it. Thank you for this insightful video. I already feel inspired, I think I will try to do something with Spotify data, if it's publicly accessible :) You are a great motivator.

@stardust-su2uz 2 жыл бұрын

Thanks for your great and timely suggestion.

@stratascratch Жыл бұрын

You are most welcome!

@BBBBBBAAAl 3 жыл бұрын

Thanks Nate, you are the best.

@stratascratch 3 жыл бұрын

Thanks for watching!!

@billybitcoin 2 жыл бұрын

That was extremely helpful, thank you.

@stratascratch Жыл бұрын

Glad it was helpful!

@epi965 2 жыл бұрын

Great video !

@SushantKhare4 2 жыл бұрын

Nate, you have solid advice each time. Long-time follower and a big advocate of your channel and Stratascratch!

@stratascratch 2 жыл бұрын

Thank you for your kind words and support!

@SushantKhare4 2 жыл бұрын

@@stratascratch, well deserved!

@shardultheshaneshankar 2 жыл бұрын

Hi Nate, thanks for the video. A question though. As someone who has very little to no experience in coding, and background of finance, would it be advisable to change the stream into Data Science? If yes, what are the few starting points from where I can begin learning about the concept? Thanks Again!