Max Epstein

Max Epstein

Mentor
5.0
(30 reviews)
US$35.00
For every 15 mins
54
Sessions/Jobs
ABOUT ME
Data Scientist and Python/R Developer
Data Scientist and Python/R Developer

Machine Learning Engineer & Data Scientist. Advanced user of the Python libraries for data processing, predictive models, and visualization. AWS ML Specialty Certified. Passionate about elegant code, automation, and model explainability. And recently (past year), most interested and active in NLP and LLM applications, especially:

* custom document parsing/informatoin extraction,

* neural/hybrid search and

* Retrieval Augmented Generation (RAG) systems (e.g. chatbots informed by neural/hybrid search to reduce hallucination) on custom/private document sets.

Highly adept at optimizing speed/performance of python data science workloads via just-in-time compilation strategies (numba, pypy, or even sometimes a rewrite in Julia), or horizontal scaling to distributed compute on cloud infrastructure. Though honestly that step is needed less frequently than most clients seem to expect; usually optimizing for code clarity, safety, and development iteration speed proves more valuable in my experience.

Look forward to hearing from you if you have something that I'd find interesting and fun to work on.

English
Central Time (US & Canada) (-05:00)
Joined March 2017
EXPERTISE
10 years experience | 13 endorsements
I use Python for working with data. I've done web scraping (main libraries I use: Selenium and BeautifulSoup, occasionally Requests), dat...
I use Python for working with data. I've done web scraping (main libraries I use: Selenium and BeautifulSoup, occasionally Requests), data wrangling (numpy/Pandas), visualization (Pandas.plot() for something quick, Matplotlib/Seaborn for something more custom), and predictive modeling (Scikit-learn for software architecture / pipelining, XGBoost & LightGBM for ensemble tree-based predictors, Keras for neural-networks based predictors).
8 years experience | 2 endorsements
I use Python and r to write software that predicts or classifies variables of interest from data. Often these projects include a large co...
I use Python and r to write software that predicts or classifies variables of interest from data. Often these projects include a large component of feature generation from a raw signal. I place a strong emphasis on charts for visualizing results, including visualizing which parts of the dataset the model performs well on, and where the errors come from.
Data VisualizationPythonRFeature extractionCross validationModel selectionHyperparameter tuningFeature selectionSupervised LearningUnsupervised Learning
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2 years experience | 2 endorsements
I use r for working with data
I use r for working with data
4 years experience
8 years experience
SQL is a great standard for working with data, and I often fall back to using built-in SQL capabilities whether I'm working in SAS, Pytho...
SQL is a great standard for working with data, and I often fall back to using built-in SQL capabilities whether I'm working in SAS, Python, PySpark, or any other language. As far SQL databases go, my favorite to work with is Postgres.
PostgreSQL
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PostgreSQL
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1 year experience
I used MongoDB for a personal project to store a moderate amount of data for free on the cloud so I could access it easily from a python ...
I used MongoDB for a personal project to store a moderate amount of data for free on the cloud so I could access it easily from a python application via API calls. I found it pretty intuitive.
NoSQL
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NoSQL
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5 years experience
I'm a huge fan of Postgresql, I used it daily for a couple years at a former job, and would be happy to help with any Postgres related is...
I'm a huge fan of Postgresql, I used it daily for a couple years at a former job, and would be happy to help with any Postgres related issues.
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REVIEWS FROM CLIENTS

5.0
(30 reviews)
Kathryn Kaspar
Kathryn Kaspar
February 2021
Very helpful - had some problems dealing with an unclear package from GitHub and we were able to work through it and figure it out with full explanations. Definitely recommend!
Zach Obront
Zach Obront
February 2021
Thoughtful, knowledgable, and quick to figure things out. Extremely helpful!
Kathryn Kaspar
Kathryn Kaspar
January 2021
Very helpful and explains things clearly, glad he has experience with ML as well.
crogers617
crogers617
January 2021
Max was quick to respond and understand the problem I was looking to solve. Highly recommended.
Kevin McNulty
Kevin McNulty
April 2020
Max is a great combination of a highly talented programmer and patient and effective teacher. He adjusts the pace of mentoring to the skill level of the customer.
Nick Bitzis
Nick Bitzis
April 2020
Max did an awesome job again! He was very communicative and forward thinking to help me reach my goals!
Kevin McNulty
Kevin McNulty
April 2020
Very insightful. Grasps the scope of a problem quickly and strategizes multiple possible solutions.
Blake Bequette
Blake Bequette
April 2020
Max was a great help on my Python project.
J W
J W
March 2020
Great session! At a glance Max was able to significantly improve the results from my machine learning with ideas I hadn't thought of.
Nick Bitzis
Nick Bitzis
March 2020
Max did an awesome job that exceeded expectations! He was very communicative and great to work with.
SOCIAL PRESENCE
GitHub
A-Model-Idiot
0
0
Electric-Vehicle-Charging-Classification
Predict when and where electric vehicles were charging based on only raw electricity meter data from homes.
Jupyter Notebook
0
0
Stack Overflow
8315 Reputation
13
51
92