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Towards Data Science

@TDataScience

The world's leading publication for data science and artificial intelligence professionals. Submit an Article ✍️ https://contributor.insightmediagroup.io

"The objective was to have them ask the LLM to run their own scenarios, adjust their parameters, and see how CO₂ emissions dropped in response to different inventory policies." @samir_saci_ unpacks the stakes of a recent sustainability-focused project leveraging AI.…


Is your data processing logic preventing you from using batches? Chaim Rand's new article explains how a static-shaped approach enables batching. towardsdatascience.com/overcoming-the…


Improve your LLM's reliability by forcing structured outputs. Piero Paialunga's new article explains how to use Pydantic schemas to move from free text to validated JSON objects in production applications. towardsdatascience.com/how-to-turn-yo…


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I've stopped using WordPress. Instead, I vibe up my own website using Claude Code. Much more efficient, and now allows me to quickly iterate on my website design. Check out my article on @TDataScience on coding your website with AI: towardsdatascience.com/how-to-code-yo…


Understand why strong engineering fundamentals are more effective than relying on the newest models. @erikapatg's new article shares how winning teams succeeded with solid techniques. towardsdatascience.com/multi-agent-ar…


TDS is the leading destination for data professionals seeking deep dives and practical code. If you've solved a problem or mastered a new tool, we want to read it. Submit your article ▶️ bit.ly/TDSContributor

TDataScience's tweet image. TDS is the leading destination for data professionals seeking deep dives and practical code. If you've solved a problem or mastered a new tool, we want to read it.

Submit your article ▶️ bit.ly/TDSContributor

Day 3 of Angela Shi's Machine Learning Advent Calendar 🎄🗓️ Build three different probabilistic classifiers from scratch in a spreadsheet. Learn the formulas and logic for GNB, LDA, and QDA. towardsdatascience.com/the-machine-le…


Reduce the time spent updating your website. @EivindKjos shares a method to use AI prompts for site-wide changes that take minutes instead of hours. towardsdatascience.com/how-to-code-yo…


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How to Turn Your LLM Prototype into a Production-Ready System | Towards Data Science towardsdatascience.com/how-to-turn-yo… #LLMs


Towards Data Science 님이 재게시함

#AI #Engineering is a blend of AI and solid Software Engineering practices. Many people assume that “AI System Testing” simply means checking technical metrics like accuracy, precision, recall, or MSE, and then monitoring those metrics over time. That’s only one part of the…

mbaddar2's tweet image. #AI #Engineering is a blend of AI and solid Software Engineering practices.
Many people assume that “AI System Testing” simply means checking technical metrics like accuracy, precision, recall, or MSE, and then monitoring those metrics over time.
That’s only one part of the…

If you have a database of images, how do you find the closest match to a new one? Sherin Sunny's article on plant recognition covers the fundamentals of building a similarity search system using embeddings. towardsdatascience.com/how-deep-featu…


Learn how the convenience of AI-powered browsers introduces significant security vulnerabilities. Mike Huls explains how prompt injection attacks can manipulate browsers to access saved passwords and financial data. towardsdatascience.com/the-problem-wi…


Explore how AI-generated images are setting new, unrealistic beauty standards. Stephanie Kirmer discusses the shift from airbrushing to physically impossible depictions and its impact on body image. towardsdatascience.com/developing-hum…


Understanding how to properly utilize AI agents is becoming a critical skill. @EivindKjos teaches the fundamentals of agentic information retrieval. towardsdatascience.com/how-to-perform…


Confused about how to prepare your pandas DataFrame for a @PyTorch model? @gurezende covers the necessary steps, from converting data to Tensors to using the DataLoader. towardsdatascience.com/pytorch-tutori…


Learn how to apply probabilistic thinking to your AI strategy. Chinmay Kakatkar covers opportunity selection, portfolio management, and how to counter common behavioral biases. towardsdatascience.com/making-smarter…


Learn how to use Mean Reciprocal Rank (MRR) to check if the first retrieved result in your RAG pipeline is relevant. @m_mouschoutzi breaks down the concept and its calculation. towardsdatascience.com/how-to-evaluat…


Chinmay Kakatkar introduces you to the notion of expected value and how it can be used to guide decision making in AI product management. towardsdatascience.com/expected-value…


Discover a unified framework for regression, classification, and synthetic data generation. Andrew Skabar's article shows you how nonparametric models provide a consistent foundation for all 3 tasks. towardsdatascience.com/why-nonparamet…


Tired of your data pipelines breaking over the weekend? A common cause is changes in upstream data. Eirik Berge shares a way to prevent this with data contracts in Python using the Pandera library. towardsdatascience.com/how-to-use-sim…


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