Stock Prediction

5 articles tagged with "Stock Prediction"

Part 1: The Beginning and the Big Picture -- The Day ChatGPT Beat the Fund Managers Series

Part 1: The Beginning and the Big Picture -- The Day ChatGPT Beat the Fund Managers

How an experiment where ChatGPT outperformed professional fund managers inspired me to build Senrigan, an AI stock price prediction service powered by a fine-tuned LLM.

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Part 4: Stock Prediction on Colab -- Trial and Error with Three Models Series

Part 4: Stock Prediction on Colab -- Trial and Error with Three Models

Fine-tuning ELYZA 8B and LLM-jp 7.2B for stock price prediction on Google Colab, the accuracy challenges encountered, and why I ultimately pivoted to the OpenAI API.

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Part 6: Training Data Design -- How I Integrated Five Types of Data Series

Part 6: Training Data Design -- How I Integrated Five Types of Data

A detailed look at how I designed training data for stock price prediction, integrating company information, news, stock prices, financials, and macroeconomic indicators into a structured JSON format for LLM fine-tuning.

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Part 5: OpenAI API Fine-Tuning -- The Final Solution That Took Just 8 Minutes Series

Part 5: OpenAI API Fine-Tuning -- The Final Solution That Took Just 8 Minutes

How pivoting to OpenAI API fine-tuning on gpt-4o-mini achieved stable JSON output and sufficient accuracy in just 8 minutes, after months of struggle with open-source models.

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Part 8: MySQL to Firestore Migration and Production -- The Road from RDB to NoSQL Series

Part 8: MySQL to Firestore Migration and Production -- The Road from RDB to NoSQL

The challenges of migrating from MySQL to Firestore for a production web service, including index design, upsert strategies, document ID design, and cost optimization for the Senrigan stock prediction platform.

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