Python Data Science Project Ideas! (for all skill levels)
Learn data skills with hands-on exercises & tutorials at Datacamp!
https://datacamp.pxf.io/c/3588040/101...
In this video, we walk through eight project ideas to help you build up your data science skills. All of the resources mentioned in the video can be found here in the description.
Covid-19 Analysis (2:16):
Johns Hopkins Data: https://github.com/CSSEGISandData/COV...
Code that I wrote: https://github.com/KeithGalli/Data-Sc...
Kaggle: https://www.kaggle.com/covid19
- @sentdex kaggle video: • First hour with a Kaggle Challenge
- @3blue1brown simulations video: • Simulating an epidemic
Board Game AI (3:16):
Overview video: • How does a Board Game AI Work? (Conne...
Implementing minimax algorithm in python: • How to Program a Connect 4 AI (implem...
Reinforcement learning (Snake) tutorial: https://towardsdatascience.com/how-to...
AlphaZero chess tutorial: https://towardsdatascience.com/create...
- @Google_DeepMind AlphaGo Documentary: • AlphaGo - The Movie | Full award-winn...
Reddit, Data is Beautiful (4:50):
Thread url: / dataisbeautiful
Population changes chart: / change_in_population_by_county_between_201...
S&P 500 recoveries chart: / sp_500_recovers_during_major_crashes_oc
Text Sentiment Analysis Tool (6:48):
My full tutorial (machine learning w/ sklearn): • Real-World Python Machine Learning Tu...
Learn about Transformers: http://jalammar.github.io/illustrated...
BERT Paper: https://arxiv.org/pdf/1810.04805.pdf
Spacy NLP Library: https://explosion.ai/blog/spacy-trans...
YouTube API: https://developers.google.com/youtube...
Sports Analysis (8:34):
My script to webscrape sports data: https://github.com/KeithGalli/Data-Sc...
Basketball reference site that I scraped: https://www.basketball-reference.com/...
Stock Trading Bot (10:12):
Alpaca Site: https://alpaca.markets/
Alpaca Tutorials: https://alpaca.markets/docs/get-start...
Quantopian (to learn more & backtest your trading strategies): https://www.quantopian.com/tutorials/...
House Pricing Prediction (12:02):
Link to competition: https://www.kaggle.com/c/house-prices...
Miscellaneous Kaggle Projects (13:06):
Kaggle Data: https://www.kaggle.com/datasets
Airbnb Data: https://www.kaggle.com/dgomonov/new-y...
My real world data science tutorial: • Solving real world data science tasks...
Hope you guys enjoyed this video! If you have any questions about any of these projects let me know in the comments. Like & Subscribe if you haven't already :).
Some skills you should hopefully take away from these projects:
Analysis with Python Pandas Library
Visualization with Python Matplotlib Library
AI/Machine Learning skills with scikit learn library
Regression Techniques
Exploratory Data Analysis
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