#DataScience #KenJee #kaggle
Kaggle Notebook (Housing): https://www.kaggle.com/code/kenjee/housing-prices-example-with-video-walkthrough
I walk through the housing pricing dataset on kaggle in this video. Use the accompanying notebook for best results! I also talk about how I used ChatGPT to help with this analysis. I think it is important to think about how data scientists are integrating new tools as they develop.
0:00 Intro
1:28 Approaching the Problem
8:40 Data Cleaning and Exploration
22:00 Exploratory Data Analysis
31:25 Preprocessing Data & Creating a Pipeline
37:32 Model Building
44:15 PCA
49:00 Feature Engineering
55:30 Submitting Results
Sponsors, Affiliates, and Partners:
- 365 Data Science (57% discount) - https://365datascience.pxf.io/P0jbBY | Learn data science today
- My Course - https://365datascience.com/learn-machine-learning-process-a-z/
- Pathrise - http://pathrise.com/KenJee | Career mentorship for job applicants (Free till you land a job)
- Taro - http://jointaro.com/r/kenj308 (20% discount) | Career mentorship if you already have a job
- Interview Query (10% discount) - https://www.interviewquery.com/?ref=kenjee | Interview prep questions
Additional Resources:
Pipelines: https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html
Column Transformer: https://scikit-learn.org/stable/modules/generated/sklearn.compose.ColumnTransformer.html
Column Transformer: https://machinelearningmastery.com/columntransformer-for-numerical-and-categorical-data/
PCA:
https://www.youtube.com/watch?v=_UVHneBUBW0&ab_channel=StatQuestwithJoshStarmer
Titanic Walkthrough (Easier):
https://www.youtube.com/watch?v=I3FBJdiExcg&ab_channel=KenJee
MORE DATA SCIENCE CONTENT HERE:
🐤My Twitter - https://twitter.com/KenJee_DS
👔 LinkedIn - https://www.linkedin.com/in/kenjee/
📈 Kaggle - https://www.kaggle.com/kenjee
📑 Medium Articles - https://medium.com/@kenneth.b.jee
💻 Github - https://github.com/PlayingNumbers
🏀 My Sports Blog -https://www.playingnumbers.com
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