Hi! I'm Zade, let me help you with your

The technical know-how to make your data shine

About Me

With a solid foundation in Physics, Mathematics, and Astronomy from my undergraduate studies, complemented by a Master of Science in Data Science, I bring a unique blend of analytical rigor and technical expertise to the table. My experience in leveraging Python development, database architecture, and data analytics enables me to uncover insights and drive impactful decisions. Let's connect and discuss how I can contribute to your data-driven initiatives!

Resume

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Zade Alfalah

US Citizen | (715) 797-5940 | Eau Claire, WI | zadealfalah@gmail.com



EDUCATION


University of Colorado, Boulder, CO

MS, Data Science - 3.96 GPA, Dec. 2022

BA, Physics, Mathematics, Astronomy, Jan. 2020


WORK EXPERIENCE


Legrand, Eau Claire, WI

Data Analyst, Jun. 2023 - Dec. 2023

    Developed models and forecasts for stocking predictions

    Led weekly strategy discussions based off of created models and analysis

    Built document ingestion pipelines automating previously manual tasks, saving over $30,000/yr

    Designed and deployed sales dashboards using Power BI

    Introduced MySQL architecture reducing complexity and cost of analysis


Laboratory for Atmospheric and Space Physics, Boulder, CO

Junior Data Scientist Sep. 2017 - Dec. 2019

    Architected ETL pipelines for processing large quantities of imagery data

    Optimized imagery analysis scripts, reducing compute times by 22%

    Built visualizations for conference presentations utilizing seaborn and matplotlib

    Onboarded junior scientists utilizing self-created documentation


PERSONAL PROJECTS


jobReqs

Automated Web Scraping and Job Posting Analysis

    Developed and maintained scalable backend for the project pipeline, built on AWS and Docker, running on ECS clusters

    Integrated open-source LLMs (BERT, Llama) for text classification and entity recognition

    Employed OpenAI API for zero-shot results, reducing costs

    Used Ray/Anyscale for distributed training with MLFlow

    Created API with FastAPI for speedy and efficient querying of model


localLibrary

Custom Retrieval-Augmented Generation (RAG) Chatbot

    Built a chatbot to help answer questions about books in my library

    Utilized Langchain with Chroma for vector storage and Ollama as a platform

    Integrated open-source LLMs (Mistral, Llama 2) incorporating prompt engineering for best results


TOOLS


Languages: Python, SQL, R, Bash, Git, JavaScript

Software: AWS, GitHub/GitLab, MySQL, Jupyter, MLFlow, Docker, ArcGIS, Tableau, Power BI, Excel

Libraries/Frameworks: Pandas/NumPy, NLTK/Spacy, XGBoost, PyTorch, TensorfFlow/Keras, HuggingFace, scikit-learn, Selenium, Airflow, Scrapy, OpenCV, Snowflake, FastAPI, Langchain, Terraform

Projects

Below are some example projects that I've done covering a wide range of fields.

This very website! An expansion of the ever popular Cloud Resume Challange with AWS and a focus on infrastructure as code (IaC), CI/CD, and of course AWS cloud skills.

Web scraping via AWS resources and Docker containers. An exploration of job opportunities in the data field, primary written with Python and Terraform with a small BI component ala Power BI

Ad fraud detection, currently local with MLFlow for modeling. Showcases some basic machine learning and ripe for expansion into distributed ML via Ray / Anyscale.