List: Data Science and ML Must-Reads | Curated by TDS Editors

Dec 31, 2024
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Data Science and ML Must-ReadsSome of our best articles, hand-picked by TDS editors
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Lili Jiang
Paradigm Shifts of Eval in the Age of LLMLLMs requires some subtle, conceptually simple, yet important changes in the way we think about evaluation.
Dec 31, 2024
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Dec 31, 2024
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TDS Archive
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Mengliu Zhao
2024 Survival Guide for Machine Learning Engineer InterviewsA year-end summary for junior-level MLE interview preparation
Dec 24, 2024
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Dec 24, 2024
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Max Hilsdorf
Mono to Stereo: How AI Is Breathing New Life into MusicApplications and Techniques for AI Mono-to-Stereo Upmixing
Dec 24, 2024
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Dec 24, 2024
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Ida Silfverskiöld
Advanced Prompt Engineering: Chain of Thought (CoT)Comparing different techniques for reasoning
Dec 23, 2024
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Dec 23, 2024
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Youness Mansar
An Agentic Approach to Reducing LLM HallucinationsSimple techniques to alleviate LLM hallucinations using LangGraph
Dec 22, 2024
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Dec 22, 2024
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Lak Lakshmanan
Evaluation-Driven Development for agentic applications using PydanticAIAn open-source, model-agnostic agentic framework that supports dependency injection
Dec 21, 2024
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Dec 21, 2024
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Loic Merckel
When Averages Lie: Moving Beyond Single-Point PredictionsThe Case for Predicting Full Probability Distributions in Decision-Making
Dec 17, 2024
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Dec 17, 2024
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Tula Masterman
Introducing Layer Enhanced Classification (LEC)A novel approach for lightweight safety classification using pruned language models
Dec 20, 2024
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Dec 20, 2024
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Mariya Mansurova
From Prototype to Production: Enhancing LLM AccuracyImplementing evaluation frameworks to optimize accuracy in real-world applications
Dec 19, 2024
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Dec 19, 2024
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Barr Moses
Top 10 Data & AI Trends for 2025Agentic AI, small data, and the search for value in the age of the unstructured data stack.
Dec 16, 2024
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Dec 16, 2024
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Vered Zimmerman
Is Complex Writing Nothing But Formulas?Text analytics hints at how volumes of writing get created
Dec 13, 2024
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Dec 13, 2024
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Sirine Bhouri
Understanding DDPG: The Algorithm That Solves Continuous Action Control ChallengesDiscover how DDPG solves the puzzle of continuous action control, unlocking possibilities in AI-driven medical robotics.
Dec 11, 2024
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Dec 11, 2024
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Vladimir Kukushkin
Modeling DAU with Markov ChainHow to predict DAU using Duolingo’s growth model and control the prediction
Dec 2, 2024
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Dec 2, 2024
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Meghan Heintz
Reinforcement Learning: Self-Driving Cars to Self-Driving LabsUnderstanding AI applications in bio for machine learning engineers
Dec 6, 2024
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Dec 6, 2024
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Maya Murad
How to Build a General-Purpose LLM AgentA Step-by-Step Guide
Dec 5, 2024
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Dec 5, 2024
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Stephanie Kirmer
The Cultural Impact of AI Generated Content: Part 1What happens when AI generated media becomes ubiquitous in our lives? How does this relate to what we’ve experienced before, and how does…
Dec 3, 2024
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Dec 3, 2024
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Muhammad Ardi
Paper Walkthrough: Neural Style TransferTurn your photos into paintings with deep learning — Implementing NST from scratch using PyTorch
Dec 3, 2024
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Dec 3, 2024
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Eyal Kazin PhD
🧠🧹 Causality - Mental Hygiene for Data ScienceHarness The Power of Why with Causal Tools.
Nov 28, 2024
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Nov 28, 2024
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Vyacheslav Efimov
Roadmap to Becoming a Data Scientist, Part 1: MathsIdentifying fundamental math skills to master for aspiring Data Scientists
Nov 27, 2024
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Nov 27, 2024
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Amanda Iglesias Moreno
Step-by-Step Guide for Building Waffle Charts in PlotlyLearn how to create custom waffle charts in Python using Plotly for data visualization
Nov 25, 2024
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Nov 25, 2024
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