Paul Iusztin – Medium

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Paul Iusztin
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Decoding ML

An End-to-End Framework for Production-Ready LLM Systems by Building Your LLM Twin

From data gathering to productionizing LLMs using LLMOps good practices.

16 min readMar 16, 2024

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An End-to-End Framework for Production-Ready LLM Systems by Building Your LLM Twin

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Paul Iusztin
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Decoding ML

The LLMs kit: Build a production-ready real-time financial advisor system using streaming…

Lesson 1: LLM architecture system design using the 3-pipeline pattern

12 min readJan 5, 2024

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The LLMs kit: Build a production-ready real-time financial advisor system using streaming…

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Paul Iusztin
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Towards Data Science

A Framework for Building a Production-Ready Feature Engineering Pipeline

Lesson 1: Batch Serving. Feature Stores. Feature Engineering Pipelines.

13 min readApr 28, 2023

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A Framework for Building a Production-Ready Feature Engineering Pipeline

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Paul Iusztin
in
Decoding ML

The 4 Advanced RAG Algorithms You Must Know to Implement

Implement from scratch 4 advanced RAG methods to optimize your retrieval and post-retrieval algorithm

15 min readMay 4, 2024

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The 4 Advanced RAG Algorithms You Must Know to Implement

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Paul Iusztin
in
Decoding ML

SOTA Python Streaming Pipelines for Fine-tuning LLMs and RAG — in Real-Time!

Use a Python streaming engine to populate a feature store from 4+ data sources

18 min readApr 20, 2024

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SOTA Python Streaming Pipelines for Fine-tuning LLMs and RAG — in Real-Time!

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Paul Iusztin
in
Decoding ML

A Real-time Retrieval System for RAG on Social Media Data

Use a streaming engine to populate a vector DB in real-time. Improve RAG accuracy using rerank & UMAP.

12 min readMar 30, 2024

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A Real-time Retrieval System for RAG on Social Media Data

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Paul Iusztin
in
Decoding ML

Fix your messy ML configs in your Python projects

2024 MLOps learning roadmap. Python syntax sugar that will help you write cleaner code.

5 min readMar 22, 2024

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Fix your messy ML configs in your Python projects

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Paul Iusztin
in
Decoding ML

Learn an end-to-end framework for production-ready LLM systems by building your LLM twin

Why you should take our new production-ready LLMs course

3 min readMar 15, 2024

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Learn an end-to-end framework for production-ready LLM systems by building your LLM twin

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Paul Iusztin
in
Decoding ML

4 key decoding strategies for LLMs that you must know

The only 6 prompt engineering techniques you need to know. One thing that I do that sets me apart from the crowd.

7 min readMar 1, 2024

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4 key decoding strategies for LLMs that you must know

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Paul Iusztin
in
Decoding ML

About Decoding ML

The hub for continuous learning on ML system design, ML engineering, MLOps, LLMs and computer vision.

2 min readFeb 19, 2024

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About Decoding ML

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Paul Iusztin

Paul Iusztin

Senior ML & MLOps Engineer • Founder @ Decoding ML ~ Content about building production-grade ML/AI systems • DML Newsletter: https://decodingml.substack.com

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