📌 LLM Evaluations: from Prototype to Production

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2025-04-25 | ⏱️ Read time: 30 min read

How to monitor the quality of your LLM product

📌 AWS: Deploying a FastAPI App on EC2 in Minutes

🗂 Category: DATA ENGINEERING

🕒 Date: 2025-04-24 | ⏱️ Read time: 5 min read

From zero to EC2: easy steps to launching an AWS Instance

📌 Government Funding Graph RAG

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-24 | ⏱️ Read time: 19 min read

Graph visualisation for UK Research and Innovation (UKRI) funding, including NetworkX, PyVis and LlamaIndex graph…

📌 How to Integrate AI into Complex Workflows

🗂 Category: THE VARIABLE

🕒 Date: 2025-04-24 | ⏱️ Read time: 3 min read

This week, we focus on the nitty-gritty details of integrating AI workflows into new contexts.

📌 Choose the Right One: Evaluating Topic Models for Business Intelligence

🗂 Category: MACHINE LEARNING

🕒 Date: 2025-04-24 | ⏱️ Read time: 11 min read

Python tutorial for evaluating top-notch bigram topic models in customer email classification

📌 Predicting the NBA Champion with Machine Learning

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-24 | ⏱️ Read time: 10 min read

Building a machine learning model to predict the NBA Champion and analyze the most impactful…

📌 Exporting MLflow Experiments from Restricted HPC Systems

🗂 Category: DATA ENGINEERING

🕒 Date: 2025-04-23 | ⏱️ Read time: 4 min read

A workaround method that bypasses direct communication

📌 How to Benchmark DeepSeek-R1 Distilled Models on GPQA Using Ollama and OpenAI’s simple-evals

🗂 Category: LARGE LANGUAGE MODELS

🕒 Date: 2025-04-23 | ⏱️ Read time: 12 min read

Set up and run the GPQA-Diamond benchmark on DeepSeek-R1’s distilled models locally to evaluate its…

📌 Why Most Cyber Risk Models Fail Before They Begin

🗂 Category: CYBERSECURITY

🕒 Date: 2025-04-23 | ⏱️ Read time: 5 min read

The case for quantitative thinking in cyber risk

📌 Data Science: From School to Work, Part IV

🗂 Category: PROGRAMMING

🕒 Date: 2025-04-23 | ⏱️ Read time: 17 min read

Good practices for testing your Python projects

📌 Explained: How Does L1 Regularization Perform Feature Selection?

🗂 Category: MATHEMATICS

🕒 Date: 2025-04-22 | ⏱️ Read time: 8 min read

Understanding automatic feature-selection performed by L1 (LASSO) Regularization

📌 Enterprise AI: From Build-or-Buy to Partner-and-Grow

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2025-04-22 | ⏱️ Read time: 18 min read

How can you get started, and who should implement your first AI projects?

📌 How to Get Performance Data from Power BI with DAX Studio

🗂 Category: DATA ANALYSIS

🕒 Date: 2025-04-22 | ⏱️ Read time: 10 min read

Sometimes we have a slow Report, and we need to figure out why. I will…

📌 Is Your Training Data Representative? A Guide to Checking with PSI in Python

🗂 Category: DATA SCIENCE

🕒 Date: 2025-09-10 | ⏱️ Read time: 22 min read

Comparing Variable Distributions Between Two Datasets Using Population Stability Index (PSI) and Cramér’s V.

📌 MapReduce: How It Powers Scalable Data Processing

🗂 Category: DATA ENGINEERING

🕒 Date: 2025-04-22 | ⏱️ Read time: 15 min read

An overview of the MapReduce programming model and how it can be used to optimize…

📌 AI Agents Processing Time Series and Large Dataframes

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2025-04-22 | ⏱️ Read time: 10 min read

Build from Scratch using only Python & Ollama (no GPU, no APIKEY)

📌 (Many) More TDS Contributors Are Now Eligible for Earning Through the Author Payment Program

🗂 Category: WRITING

🕒 Date: 2025-04-22 | ⏱️ Read time: 3 min read

Plus: say hello to our new stats dashboard

📌 Building a Personal API for Your Data Projects with FastAPI

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-22 | ⏱️ Read time: 8 min read

Supercharge your data projects by turning your code into a lightweight, reusable API

📌 Beginner’s Guide to Creating a S3 Storage on AWS

🗂 Category: DATA ENGINEERING

🕒 Date: 2025-04-21 | ⏱️ Read time: 4 min read

How to quickly create cloud storage and access it remotely

📌 Retrieval Augmented Generation (RAG) — An Introduction

🗂 Category: LARGE LANGUAGE MODELS

🕒 Date: 2025-04-21 | ⏱️ Read time: 7 min read

Given the critical need to keep models updated in a time and cost effective way,…

📌 Beyond the Code: Unconventional Lessons from Empathetic Interviewing

🗂 Category: CAREER ADVICE

🕒 Date: 2025-04-21 | ⏱️ Read time: 12 min read

What LLM Prompts Reveal About Candidates