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Gen AI
- 🦜️🔗 LangChain starter kit
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Computer vision
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SAM: Segment Anything Model (Meta AI)
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YOLO: You Only Look Once (ultralytics)
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A/B Testing: Bayesian vs Frequentist (+ Monte Carlo integration)
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Data Driven Attribution using Shapley value
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data processing using standard shell tools and commands
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dotPlot: visualization of data using dots
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duckdb: an in-process SQL OLAP database management system. Simple, feature-rich, fast & open source.
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EDA: Exploratory Data Analysis
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ELMs: Extreme Learning Machines (this is - really - COOL!)
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Find dominant color(s) in images
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Make GIFs Great Again!
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Google APIs: Gemini + Maps APIs
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Great Tables: Wonderful-looking tables in Python.
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map: Creating Maps in python using Open Street Maps and NetworkX (OSMnx)
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MNIST - UMAP vs. t-SNE: comparison (computation time and quality) of UMAP and t-SNE for dimensionality reduction and visualization
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pySpark (mini) tutorial
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Sankey diagram
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Window Functions: SQL-Like Window functions in Pandas
- misc: some Tips and Tricks