List: Data Science and ML Deep Dives | Curated by TDS Editors

Dec 31, 2024
289 stories
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Data Science and ML Deep DivesA selection of longer, thoughtful articles from TDS
In
TDS Archive
by
Benjamin Bodner
Top 12 Skills Data Scientists Need to Succeed in 2025It’s (not) all about LLMs and AI tools
Dec 31, 2024
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Dec 31, 2024
33
In
TDS Archive
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Rohit Pandey
A Bird’s-Eye View of Linear Algebra: Orthonormal MatricesOrthonormal matrices: the most elegant matrices in all of linear algebra.
Dec 24, 2024
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Dec 24, 2024
12
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TDS Archive
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Sofya Lipnitskaya
100 Years of (eXplainable) AIReflecting on advances and challenges in deep learning and explainability in the ever-evolving era of LLMs and AI governance
Dec 18, 2024
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Dec 18, 2024
7
In
TDS Archive
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Eric Broda
The Anatomy of an Autonomous AgentA blueprint for autonomous agents in an Agentic Mesh ecosystem.
Dec 17, 2024
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Dec 17, 2024
10
In
TDS Archive
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Sachin Date
An Introduction to Statistical Sampling“If you try it, you might wanna buy it.”
Dec 11, 2024
4
Dec 11, 2024
4
In
TDS Archive
by
Sara Nóbrega
Missing Data in Time-Series: Machine Learning TechniquesPart 1: Leverage linear regression and decision trees to impute time-series gaps.
Dec 10, 2024
7
Dec 10, 2024
7
In
TDS Archive
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Nithhyaa Ramamoorthy
Bridging the Data Literacy GapThe Advent, Evolution, and Current state of “Data Translators”
Dec 6, 2024
4
Dec 6, 2024
4
In
TDS Archive
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Michelangiolo Mazzeschi
Introducing Univariate Exemplar Recommenders: how to profile Customer Behavior in a single vectorSurveying and improving the current methodologies for customer profiling
Dec 4, 2024
Dec 4, 2024
In
TDS Archive
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Farzad Nobar
Machine Learning Basics I Look for in Data Scientist InterviewsLet’s build our breadth of science together.
Dec 4, 2024
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Dec 4, 2024
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In
TDS Archive
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Cassie Kozyrkov
The Name That Broke ChatGPT: Who is David Mayer?AI, privacy, human bias, prompting, the future of content, and how to hack a chatbot
Dec 3, 2024
21
Dec 3, 2024
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In
TDS Archive
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Antonieta Mastrogiuseppe
The Intuition behind Concordance Index — Survival AnalysisRanking accuracy versus absolute accuracy
Nov 28, 2024
5
Nov 28, 2024
5
In
TDS Archive
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Bradney Smith
Mistral 7B Explained: Towards More Efficient Language ModelsRMS Norm, RoPE, GQA, SWA, KV Cache, and more!
Nov 26, 2024
2
Nov 26, 2024
2
In
Intuitively and Exhaustively Explained
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Daniel Warfield
LLM Routing — Intuitively and Exhaustively ExplainedDynamically Choosing the Right LLM
Nov 22, 2024
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Nov 22, 2024
5
In
TDS Archive
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Tessa Xie
How to Answer Business Questions with DataData analysis is the key to drive business decisions through answering abstract business questions but it’s hard to get right
Nov 19, 2024
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Nov 19, 2024
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In
TDS Archive
by
Jens Linden, PhD
The Root Cause of Why Organizations Fail With Data & AIA guide to be successful with the strategic groundwork required
Nov 19, 2024
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Nov 19, 2024
6
In
TDS Archive
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Jon Flynn
Exploring Music Transcription with Multi-Modal Language ModelsUsing Qwen2-Audio to transcribe music into sheet music
Nov 17, 2024
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Nov 17, 2024
4
In
TDS Archive
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Sara Nóbrega
The Ultimate Guide to Evaluating the Impact of Outlier Treatment in Time SeriesSensitivity Analysis, Model Validation, Feature Importance & More!
Nov 13, 2024
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Nov 13, 2024
7
In
TDS Archive
by
@panData
Hands-On: Data Exploration in PythonUncovering Insights and Patterns in Statistical Visualizations
Nov 12, 2024
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Nov 12, 2024
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In
TDS Archive
by
David Teather
MIT Battlecode Reflections: A First-Time Finalist’s TakeawaysKey Takeaways from a First-Time Contestant
Nov 7, 2024
Nov 7, 2024
In
TDS Archive
by
Aris Tsakpinis
Preference Alignment for Everyone!Frugal RLHF with multi-adapter PPO on Amazon SageMaker
Nov 8, 2024
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Nov 8, 2024
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