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
In
Towards Data Science
by
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
6
Dec 31, 2024
6
In
Towards Data Science
by
Mengliu Zhao
2024 Survival Guide for Machine Learning Engineer InterviewsA year-end summary for junior-level MLE interview preparation
Dec 24, 2024
2
Dec 24, 2024
2
In
Towards Data Science
by
Max Hilsdorf
Mono to Stereo: How AI Is Breathing New Life into MusicApplications and Techniques for AI Mono-to-Stereo Upmixing
Dec 24, 2024
4
Dec 24, 2024
4
In
Towards Data Science
by
Ida Silfverskiöld
Advanced Prompt Engineering: Chain of Thought (CoT)Comparing different techniques for reasoning
Dec 23, 2024
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Dec 23, 2024
13
In
Towards Data Science
by
Youness Mansar
An Agentic Approach to Reducing LLM HallucinationsSimple techniques to alleviate LLM hallucinations using LangGraph
Dec 22, 2024
2
Dec 22, 2024
2
In
Towards Data Science
by
Lak Lakshmanan
Evaluation-Driven Development for agentic applications using PydanticAIAn open-source, model-agnostic agentic framework that supports dependency injection
Dec 21, 2024
2
Dec 21, 2024
2
In
Towards Data Science
by
Loic Merckel
When Averages Lie: Moving Beyond Single-Point PredictionsThe Case for Predicting Full Probability Distributions in Decision-Making
Dec 17, 2024
1
Dec 17, 2024
1
In
Towards Data Science
by
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
3
In
Towards Data Science
by
Mariya Mansurova
From Prototype to Production: Enhancing LLM AccuracyImplementing evaluation frameworks to optimize accuracy in real-world applications
Dec 19, 2024
5
Dec 19, 2024
5
In
Towards Data Science
by
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
38
Dec 16, 2024
38
In
Towards Data Science
by
Vered Zimmerman
Is Complex Writing Nothing But Formulas?Text analytics hints at how volumes of writing get created
Dec 13, 2024
3
Dec 13, 2024
3
In
Towards Data Science
by
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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In
Towards Data Science
by
Vladimir Kukushkin
Modeling DAU with Markov ChainHow to predict DAU using Duolingo’s growth model and control the prediction
Dec 2, 2024
2
Dec 2, 2024
2
In
Towards Data Science
by
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
12
In
Towards Data Science
by
Maya Murad
How to Build a General-Purpose LLM AgentA Step-by-Step Guide
Dec 5, 2024
19
Dec 5, 2024
19
In
Towards Data Science
by
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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In
Towards Data Science
by
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
4
In
Towards Data Science
by
Eyal Kazin PhD
🧠🧹 Causality - Mental Hygiene for Data ScienceHarness The Power of Why with Causal Tools.
Nov 28, 2024
2
Nov 28, 2024
2
In
Towards Data Science
by
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
12
In
Towards Data Science
by
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
11