Pablo A.
MSc, Senior ML Engineer
MSc. Data Science (Distinction), BSc. Chemical Engineering (Honours), former New Methods Data Scientist @ NIQ with 9+ years of well-established professional and academic track record. I specialize in machine learning research & model deployment, functional programming, statistical and mathematical computation, and business consulting. I'm highly technical and extremely rigorous while maintaining a personable touch through every client interaction, and have a proven track record in the petrochemical, market research, and consulting sectors. I selectively partner with clients, prioritizing high-profile projects that align with my expertise and pristine standards. ■ SOCIALS ───────────────────── ◉ LinkedIn: /in/pablo-aguirre-nunez ◉ GitHub: github.com/pabloagn ◉ Technical Blog: pabloagn.com ■ METHOD ───────────────────── ◉ I only deliver top-quality work and abstain from requests that trade quality for cheap solutions. ◉ I also abstain from requests that undervalue the task. (If the budget is constrained and you acknowledge this, I will take the case and propose a viable, realistic approach.) ■ TOOLS (I can attest to any expertise if required) ───────────────────── ◉ Programming Languages (General & Systems): ◎ Python, SQL, Julia, Rust, Go, C++, Java, Bash ◉ Functional Programming: ◎ Scala, Haskell, Nix, Lisps ◉ Data Science, Analytics & High-Performance Computing: ◎ Polars, Pandas, NumPy, SciPy ◉ Machine Learning, Modeling & Bayesian: ◎ Ray Ecosystem, JAX, PyTorch, TensorFlow, Scikit-learn, PyMC, Hugging Face Hub, StatsModels, MLflow, Kubeflow ◉ LLMOps, Observability & AI Tooling: ◎ LangFuse, Pydantic Ecosystem (Pydantic, Logfire, PydanticAI, Pydantic Gateway), Gradio, Prompt Engineering (Jinja2 templating), Experimentation & Evaluation Tooling ◉ Back-End, APIs & Systems Programming: ◎ FastAPI, Node.js, uvicorn, Inference Endpoints (Modal, Baseten), Dramatiq (task processing), Jinja2 templating ◉ Distributed Systems, Data Engineering & Infrastructure: ◎ Kubernetes, kind, Docker, Apache Airflow, Apache Spark (Scala, PySpark), Apache Flink, Apache Kafka, Terraform, GitOps (Argo CD), Linux (NixOS, Debian-based, Kali, Oracle Enterprise), Hadoop ◉ Cloud Platforms: ◎ AWS, GCP, Azure ◉ Monitoring, Logging & Observability Stack: ◎ Prometheus, Grafana, Loki, Promtail ◉ Databases & Storage: ◎ PostgreSQL, MySQL, MariaDB, MongoDB, Redis, Oracle DB, Qdrant, Azure Blob Storage ◉ Data Visualization & Reporting: ◎ Power BI (DAX, Power Query M), Tableau ◉ IaC & DevOps: ◎ NixOS, Nix Flakes, Terraform, GitHub Actions, CI/CD pipelines ◉ Prototyping & Front-End: ◎ Figma, Adobe Illustrator, React, Turborepo, pnpm, Streamlit ◉ Documentation & Version Control: ◎ Typst, LaTeX, Markdown, Git, GitHub ◉ Project & Workflow Management: ◎ Linear ■ INDUSTRIES OF EXPERTISE ───────────────────── ◉ Petrochemical ◉ Agricultural ◉ Financial ◉ Consumer and Retail ◉ Insurance ◉ Business Consulting ■ AREAS OF EXPERTISE ───────────────────── ◉ Behavior of complex systems and processes ◉ Mathematical modeling across diverse contexts ◉ Robust data analysis, interpretation, and validation ◉ Strategic consulting in technically complex fields ◉ Deep understanding of consumer behavior ◉ Cross-disciplinary collaboration and communication ◉ Abstracting business problems into computational solutions ◉ Designing, testing, and delivering complex systems to both technical and non-technical stakeholders ◉ Contributing to the open-source community through maintained projects and utilities ■ WAY OF WORK ───────────────────── ◉ We meet → I understand your business problem → I provide feedback and help manage expectations. ◉ If it’s a go and the timeline is realistic, we plan. Else, I assemble a bigger team with dedicated experts. ◉ I develop the solution → you provide feedback → I deliver the final version. ◉ We set short/medium/long-term maintenance support if required. ◉ We both win. ■ AVAILABLE UPON REQUEST ───────────────────── ◉ Verified credentials / CV ◉ A full Business Services Offering ◉ Previous work evidence ◉ References (Professional / Academic) ■ BUSINESS HOURS (BST) ───────────────────── ◉ Mon - Fri, 9:00 hrs - 19:00 hrs ◉ Sat, 9:00 hrs - 14:00 hrs Expected response time: ◉ During BD: 30 minutes ◉ Outside of BD: 2 hours Complexity, simplified. Let's work together.
Earnings and projects
Last 6 months ÷ 6
Last 6 months: $12k
Billed in all: $82,669$83k
$12k in the last 6 months
Across 23 contracts
Earnings, last 30 days
Skill rankings: Top 2% in Computer Science
Ranked by MRR among everyone on Upwork with the skill.
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