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Artwork for Stats to Systems: Statistical Thinking + Scalable ML

Stats to Systems: Statistical Thinking + Scalable ML

Ryan Jacobs

Stats to Systems is where rigorous data analysis meets practical implementation. Join Ryan as he explores the intersection of statistical methodology, ML engineering, and systems architecture.

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Substack
PricingOnly free issuesPublishesTwice weekly
Issues15Founded2 years agoLast Issue6 months ago
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ryanalexanderjacobs.substack.com
Artwork for Stats to Systems: Statistical Thinking + Scalable ML

Latest Issues

Using Altair for PCA Graphing

I tried the library called Altair and I really like it.

I can plot interactive charts easily, but building some PCA lines was a little bit complicated.

You can use hex values for colors, and add a “tooltip”, which is basically a legend....

6 months ago
2

A quick column name fix with Regex for reading YFinance data with Polars

So, recently I encountered this problem when reading data with Polars:

There’s this complicated version where, when sub-setting data, I would need to write the parenthesis, actual column name, and the symbol. And if you’re wondering or con...

6 months ago
2

12 - Option Chains & Black-Scholes Model using Pydantic Models and SchwabAPI data - Part 1

Hello again,

In this Substack, we will talk about the Black-Scholes model with Python examples included.

We will use the Pydantic library for clean modeling.

The Black-Scholes, or Black-Scholes-Merton (BSM) model is a concept in financia...

a year ago

11 - Grounding & RAG

In our last Substack, we talked about how we can avoid or fix the problem of hallucination.

We talked about the process of grounding, which is providing context with more up-to-date data sources to improve accuracy of a model.

It’ll be...

a year ago
1

10 - Hallucination

Hallucination Problem

Large Language Models (LLMs) generate text based on patterns they see in their training data. And they don’t understand the prompt, they just predict the next word in a sequence.

The training data might not be up...

a year ago

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  • Ryan Jacobs

    I am a math (stats) and data science student at UNC Charlotte. I love architecture, building pipelines, and building ML models. I also love statistics in general and try to apply it everyday in my life.

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