databites · Technical Writing

Technical writing for data & AI companies

by someone who actually understands the product.

I'm a data scientist and ML practitioner writing for W&B, DataCamp, ClicData, and UX Collective among others. I write for practitioners, the same audience reading my newsletter every week.

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Reach out → rfeers@gmail.com See published work ↓

Published work

Writing samples

Six pieces across three publications. W&B for MLOps and LLM engineering. DataCamp for tutorials and DataViz. UX Collective for visualization theory and design.

LLMEvaluationAdvanced

LLM evaluation benchmarking: Beyond BLEU and ROUGE

Modern LLM evaluation goes far beyond traditional NLP metrics. Covers human evaluation frameworks, model-based judges, and task-specific benchmarks for production systems.

MLOpsData Engineering

Data lineage for AI and machine learning systems

How to track data provenance across ML pipelines - from raw sources to model outputs. Covers lineage tools, integration patterns, and reproducibility at scale.

DataCamp Tutorial

Deep LearningArchitecture

How Transformers Work: A Detailed Exploration

A complete walkthrough of the transformer architecture: self-attention, positional encoding, encoder-decoder structure, and why it replaced RNNs for sequence modelling.

Read on DataCamp

DataCamp Tutorial

LLMsFine-TuningCode

Fine-Tuning LLMs: A Guide With Examples

Practical guide to fine-tuning large language models. Covers dataset preparation, PEFT methods, and evaluation, with working code examples throughout.

Read on DataCamp

DataCamp Tutorial

Effective Dashboard Design: Principles, Best Practices, and Examples

A practitioner's guide to dashboards that actually communicate: layout principles, chart selection, information hierarchy, and real-world examples.

Read on DataCamp

UX Collective Essay · 601K readers

DataVizTheoryDesign

The art and science of data visualization

A deep dive into visualization theory: visual encodings, retinal vs spatial representations, and choosing the right chart for your data. Published in UX Collective.

Read on UX Collective

Get in touch

Working with a limited number of clients.

Email directly

rfeers@gmail.com

If you work at a data or AI company and need technical content your practitioners are proud to share. Tell me what you're building and what you need. I reply to every email.

@iamjosepferrer

reads.databites.tech

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