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

Жыл бұрын

Can not stress enough how right you are.

@cindystokes8347

11 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

8 ай бұрын

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

@samuelakwantui3124

Ай бұрын

❤

3:30-Example of A.P.I Twitter, Google Analytics,KZread,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

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

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

@awesomeGuss

2 жыл бұрын

True

@samuelakwantui3124

Ай бұрын

Very true

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

10 ай бұрын

Wow

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

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.

Mindblowing. Ive watched thousands of videos on how data science projects but this one takes the throne. Subbing is a no brainer.

@stratascratch

2 жыл бұрын

Thanks for the kind words!

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.

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

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

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

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.

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

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

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.

The 13 minutes that I am gonna rewatch over and over again. Great advices, straight to the point.

@stratascratch

2 жыл бұрын

=) Thanks!

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!

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

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

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!!!

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

I'm lucky enough that KZread 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 !

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 KZread 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.

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

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

There are a lot of great Data Science videos out there, but this has been the most impactful! Thanks Nate for spending a lot of time on creating these videos. Underrated channel. Maybe use ur DS skills to exploit the YT algorithm 😂

@stratascratch

2 жыл бұрын

Thanks so much for you kind words!

Great video. Provided insight for my MSc thesis.

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

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!! 🙏✨❤️

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

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

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

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

@stratascratch

2 жыл бұрын

Thanks for watching! Appreciate it

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!

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

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

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

Beautiful Video. Thank you

Amazingly useful! Thank you!

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

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

Thanks so much for sharing.

This was great guidance! Thank you.

Thank you very helpful and easy to understand!

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

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

@stratascratch

3 жыл бұрын

Thank you for watching!

Wow thanks a lot! Very valuable advice.

Great content. Highly appreciated

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

@stratascratch

2 жыл бұрын

Thanks for watching!

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

When I start studying DS I find those random intro DS videos helpful, but after gaining some insights through months you're the only one who spoke it all correctly. Just perfecting 1 pipeline is already years to master. Thanks for the video

@stratascratch

2 жыл бұрын

Great to get confirmation!

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.

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

@stratascratch

2 жыл бұрын

Thanks for watching!

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!

Great Video ! Thanks a lot for these tips.

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

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

@stratascratch

2 жыл бұрын

Thanks so much for subscribing!

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

This video needs more views honestly

I would like to express my sincere gratitude to the creator of this KZread video for providing excellent content and being truly inspirational. The video not only taught me valuable skills in working with real data, APIs, databases in the cloud, and building models, but it also emphasized the importance of making an impact and getting validation in the field of data science. The way the creator explained the decision-making process when building models and the underlying math behind them was incredibly helpful. Additionally, the interview questions shared in the video provided valuable insights into the best practices for cleaning data, validating models, and optimizing them. Moreover, I greatly appreciate the emphasis on sharing code and insights with the data science community. Learning how to deploy an application and create interactive dashboards or APIs opens up endless possibilities for collaboration and knowledge sharing. Overall, this video has been an exceptional resource for me, and I want to thank the creator for their dedication in providing such valuable content. They have truly inspired me to continue my journey in data science and strive for excellence in every project I undertake.

This is very helpful! Thank you

Thank tou for the amazing video.

Great work. Congrats!

This video is pure gold.

This is a life changing video, thank you!

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

@stratascratch

Жыл бұрын

You're welcome! I appreciate your comment.

Anxiety and imposter syndrome set in. lol Thanks for the advice, I will work my way up step by step

Great input, thanks a lot!

Love it, thanks, great video

Wow. This video is the guidance I was looking for. It literally lays out the path to build the best model that a DS portfolio must have.

@awesomeGuss

2 жыл бұрын

exactly what I was thinking

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

Phenomenal! Thank you.

Man, this video was just too good. There’re so many data science related videos tell ppl especially newbies how to become a data scientist. BUT this one is the most real and practical one. Thank you

@stratascratch

2 жыл бұрын

Thank you for the kind words! Appreciate it

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 ❤️.

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

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🙏🏽

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!

Thanks for advices!

@stratascratch

Жыл бұрын

You bet!

great video man...thanks

Wow! This video is ultimate!!

Very useful. Thank you!

@stratascratch

Жыл бұрын

You're welcome.

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!!

This video got me so excited for DS, thank you.

@stratascratch

2 жыл бұрын

Thanks for watching!

Thknx for this vid!

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!

Wow this was so useful, thanks.

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!

It's kinda challenging for a DS junior who is a self-taught and is looking for internship like me to make this kind of project (because school taught me literally nothing) but it is also exciting to explore the unknown knowledge ahead. Really good video! ♥️

@jebinmarketing3548

Жыл бұрын

When i watch these videos, and lately it has been a lot watching , the more I watch, the more I read on people like you sharing their experiences on school. I have an undergrad in CSE - glad I do, it kind of helps with wanting to self-teach python, sql, and pcik up what is been shared here. My first job was in marketing (long story) so what do i know, never worked as a software developer, but many peers have said the same - a lot of the tech skills they use to pay bills now they picked up on the job.

@raviranjan-fi2du

Жыл бұрын

Well i hope u have a DS job now

I am from Taiwn, and thank you so much.

@stratascratch

10 ай бұрын

Welcome!

Great information. Thanks mate.

@stratascratch

3 жыл бұрын

Thanks so much for watching! Appreciate it.

This is amazing thank you so much

Excellent!! You ignite a spark of idea of how I should go about my project. Thank you, sir.

@stratascratch

Жыл бұрын

That is just wonderful to hear. I am excited for you and your project.

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

Great content again! Thanks!

@stratascratch

3 жыл бұрын

Thanks for watching!

You are creating worldwide impact with your videos. Thank you

@stratascratch

Жыл бұрын

Thankyou! Much appreciated

Thanks for your great and timely suggestion.

@stratascratch

Жыл бұрын

You are most welcome!

Thank you very much

Amazing content. Congrats

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

@stratascratch

3 жыл бұрын

Thanks for watching as always!