Fabio Matricardi

Data Scientist

https://talent.gravityer.com/fabio-matricardi

thepoorgpuguy. Medium writer on Artificial Intelligence

key-solution.eu

Key Strengths

Extensive personal project experience in Large Language Models (LLMs), including building custom models, QnA systems, and API development.
Demonstrated practical application of LLMs with various frameworks (Gradio, Streamlit) and model sizes (TinyLlama, Qwen-1.5B).
Focus on local deployment and optimization of LLMs (GGUF, CPU-only inference) indicates an understanding of resource constraints and practical implementation.
Experience with Python and Jupyter Notebook, which are core tools in data science and machine learning.

Cultural & Operational Fit

Cultural Fit Analysis

The candidate's project portfolio shows a strong interest and hands-on experience in the rapidly evolving field of LLMs and AI. This aligns well with a culture that values innovation, continuous learning, and practical application of cutting-edge technologies. The diversity of personal projects, from building small LLMs to creating chatbots and data extraction tools, indicates a broad curiosity within the AI domain. The current role as a Data Scientist at key-solution.eu, although with a future start date, suggests alignment with the target role.

Soft Skills & Operational Fit

The candidate's project descriptions are concise, indicating a direct communication style. The focus on personal projects suggests self-motivation and a proactive approach to learning and development. However, without psychometric test results or interview data, it is difficult to assess collaboration, stress handling, or broader operational fit.

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Projects

Deepseek-R1-qwen1.5B

January 24, 2025 – January 24, 2025

how to run DeepSeek-R1-Distill-Qwen-1.5B GGUF locally on your PC

View Project

My-2B-Reflection-LLM

September 10, 2024 – September 12, 2024

How to build your own Reflection LLM with only 2B parameters model

View Project

AI-ExtractData-NuExtract-tiny

August 5, 2024 – August 10, 2024

NuExtract-tiny GGUF for data extraction in json format

View Project

ChatBOTMastery

April 30, 2024 – May 5, 2024

Your Chatbot Mastery: build a super small custom AI assistant with Gradio_client Python and Streamlit - Chapter 1

View Project

ModernFastAPI

February 16, 2024 – March 1, 2024

Repo of the code from the Medium article - Build a powerful LLM API right on your computer

View Project

How-I-Built-a-Chatbot-that-Crushed-ChatGPT

February 3, 2024 – June 9, 2024

Repo of the code from the Medium article

View Project

TiniLlamaGradioChat

December 5, 2023 – December 13, 2023

Repo for a ChatBot, with Gradio, Streaming TinyLlama1.1BOpenOrca.gguf on CPU only

View Project

LaMiniPower

May 20, 2023 – May 27, 2023

The power of a small LLM for your domain knowledge QnA

View Project

GPT4All_Medium

May 12, 2023 – June 9, 2023

Repo of the code from the Medium article

View Project

cdQnA

April 25, 2023 – April 12, 2024

repository for documents and studies about closed domain question and answering with LLM

View Project

Key Strengths

Extensive personal project experience in Large Language Models (LLMs), including building custom models, QnA systems, and API development.
Demonstrated practical application of LLMs with various frameworks (Gradio, Streamlit) and model sizes (TinyLlama, Qwen-1.5B).
Focus on local deployment and optimization of LLMs (GGUF, CPU-only inference) indicates an understanding of resource constraints and practical implementation.
Experience with Python and Jupyter Notebook, which are core tools in data science and machine learning.

Cultural & Operational Fit

Cultural Fit Analysis

Soft Skills & Operational Fit

Fabio Matricardi

Key Strengths

Cultural & Operational Fit

Top Skills

Skills

Experience

Projects

Key Strengths

Cultural & Operational Fit