---
title: "Advanced Quant Methods | RupeeCase Learn"
description: "Explore statistical foundations, time series analysis, machine learning for alpha, alternative data, and out-of-sample strategies"
source_url: "https://www.rupeecase.com/learn/path-5/"
---

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  PATH 05

# Advanced Quant Methods

  Explore statistical foundations, time series analysis, machine learning for alpha, alternative data, and out-of-sample strategies.

    Expert
    5 modules · ~120 min

    Your progress

    0 of 0 modules complete

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    [5.1

        Statistical Foundations
        Distributions, hypothesis testing, regression

      →](/learn/path-5/module-5-1-statistical-foundations.html)
    [5.2

        Time Series Analysis
        Stationarity, ARIMA, regime detection

      →](/learn/path-5/module-5-2-time-series-analysis.html)
    [5.3

        Machine Learning for Alpha
        Overfitting, feature engineering, ML models

      →](/learn/path-5/module-5-3-machine-learning-for-alpha.html)
    [5.4

        Alternative Data India
        Satellite, NLP, credit data, web scraping

      →](/learn/path-5/module-5-4-alternative-data-india.html)
    [5.5

        Out-of-Sample Strategies
        Walk-forward, paper trading, degradation

      →](/learn/path-5/module-5-5-out-of-sample-strategies.html)

  [Start Path 5 →](/learn/path-5/module-5-1-statistical-foundations.html)

    Path Certification

### Earn your Advanced Quant Methods certificate

    Complete all 5 module quizzes above, then take the 30 question path certification test at the end of Module 5.5. Pass to unlock your shareable PDF certificate with your name on it.

      1Finish 5 module quizzes

      2Take 30 question path test

      3Download certificate

    [Jump to Path Test →](/learn/path-5/module-5-5-out-of-sample-strategies.html#pathTestSection)

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