In this video I walk through the 5 essential data science projects that you should have in your portfolio. Having these 5 different projects will show employers that you have diversity in your data science skillset.
GTC Sessions - https://www.nvidia.com/en-us/gtc/session-catalog/?tab.catalogtabfields=1600209910618001TWM3
GTC Overview - https://www.nvidia.com/en-us/gtc/
Try watching these videos next!
3 proven data science projects for beginners -
https://www.youtube.com/watch?v=8igH8qZafpo&ab_channel=KenJee
The data science project from scratch series -
https://www.youtube.com/watch?v=MpF9HENQjDo&list=PL2zq7klxX5ASFejJj80ob9ZAnBHdz5O1t&ab_channel=KenJee
The Titanic Project Walk-through -
https://www.youtube.com/watch?v=I3FBJdiExcg&ab_channel=KenJee
Project 1: Exploratory data analysis (EDA) - This shows that you can clearly tell a story with your data. It also shows that you can collect, clean, and perform feature engineering. I recommend scraping your data or collecting it from an open api.
Project 2: Classification problem - With these projects you are predicting a binary or categorical outcome. An example would be the titanic dataset where you predict if people would have survived the crash.
Project 3: A regression problem - In these types of analyses, you try to predict a continuous outcome. An example would be predicting how many likes a youtube video would get ;).
Project 4: A clustering problem - With this we use algorithms to understand which data points are related to eachother.
Project 5: An advanced topic (NLP, Computer Vision, Deep Neural Nets) - These projects allow you to specialize and show off your skills!
Push up cv video - https://www.youtube.com/watch?time_continue=9&v=x31c9FYypOs&feature=emb_logo&ab_channel=CollinBell
Push up cv medium post - https://medium.com/@collinalexbell/building-a-pushup-counter-with-opencv-clojure-bcee2c4720a3
0:00 Intro
0:58 Exploratory Data Analysis
1:28 Classification Project
2:58 Regression Project
3:45 Clustering Project
5:05 Advanced Techniques
6:00 How to win GTC Tickets
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Check These Videos Out Next!
My Leaderboard Project:
https://www.youtube.com/watch?v=myhoWUrSP7o&ab_channel=KenJee
66 Days of Data:
https://www.youtube.com/watch?v=qV_AlRwhI3I&ab_channel=KenJee
How I Would Learn Data Science in 2021:
https://www.youtube.com/watch?v=41Clrh6nv1s&ab_channel=KenJee
My Playlists
Data Science Beginners: https://www.youtube.com/playlist?list=PL2zq7klxX5ATMsmyRazei7ZXkP1GHt-vs
Project From Scratch:
https://www.youtube.com/watch?v=MpF9HENQjDo&list=PL2zq7klxX5ASFejJj80ob9ZAnBHdz5O1t&ab_channel=KenJee
Kaggle Projects: https://www.youtube.com/playlist?list=PL2zq7klxX5AQXzNSLtc_LEKFPh2mAvHIO