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Oliver Buchannon
AlgoEdge Insights

Easily Optimize a Stock Portfolio using PyPortfolioOpt in Python

Easily Optimize a Stock Portfolio using PyPortfolioOpt in Python

How to obtain stock data, analyze it and use PyPortfolioOpt to optimize a portfolio for max Sharpe ratio

Nov 5, 2025

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15 min read

Extracting Future Price Expectations from Options

Extracting Future Price Expectations from Options

Deriving Risk-neutral Price Forecasts, Estimating Expected Price Distributions and Foward-looking Market Implied Probabilities.

LockSimple

Nov 3, 2025

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9 min read

How I Built a Three‐Agent AI Trader That Argues With Itself Before Placing a Trade

How I Built a Three‐Agent AI Trader That Argues With Itself Before Placing a Trade

How Three AI Agents Debate Trades for Smarter Profits — Full Python Code and Backtest Results

Nov 2, 2025

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22 min read

Real-Time Quantum-Enhanced Options Analysis: A Complete ML Pipeline for SPY Volatility Surface Analysis

Real-Time Quantum-Enhanced Options Analysis: A Complete ML Pipeline for SPY Volatility Surface Analysis

Build, Train, and Deploy a Quantum-ML Model to Predict SPY Implied Volatility in Real Time — Full Code Inside

Oct 31, 2025

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12 min read

Advanced Stock Market Analysis and Visualization Using Python

Advanced Stock Market Analysis and Visualization Using Python

Master Stock Market Analysis with Python — Advanced Techniques and Visualizations Unveiled

LockSimple

Sep 11, 2025

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9 min read

I Analyzed The Last 3 Decades Of Stock Market Returns — Here Are The Results!

I Analyzed The Last 3 Decades Of Stock Market Returns — Here Are The Results!

Unveiling 30 Years of Market Patterns — Key Insights and Algo Strategies to Capitalize

Sep 10, 2025

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7 min read

The Relationship between Stocks and Interest Rates

The Relationship between Stocks and Interest Rates

How Rising Rates Impact Equities — and Strategies to Trade the Correlation

LockSimple

Sep 9, 2025

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7 min read

Trending Value: Breaking Down a Proven Quantitative Investing Strategy

Trending Value: Breaking Down a Proven Quantitative Investing Strategy

Unlock a Time-Tested Quant Strategy to Spot Undervalued Stocks

LockSimple

Sep 8, 2025

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7 min read

Forgotten lessons of 2008 that are even more relevant today

Forgotten lessons of 2008 that are even more relevant today

Sep 7, 2025

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14 min read

5 Strategies in Quant Trading Algorithms

5 Strategies in Quant Trading Algorithms

From Momentum to Mean Reversion: 5 Battle-Tested Quant Algorithms That Deliver Real Alpha

LockSimple

Sep 6, 2025

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8 min read

How I’ve beaten the S&P for 16 straight months

How I’ve beaten the S&P for 16 straight months

My No-BS System for Outsmarting the S&P with Smart Bets and Iron Discipline

Sep 5, 2025

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8 min read

How doing a trading journal helped me to become a better trader

How doing a trading journal helped me to become a better trader

From Random Trades to Laser-Focused Wins: How a Simple Journal Transformed My Trading Game

Sep 4, 2025

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4 min read

After 3 years of trading, I am proud to say I have achieved (measured and proven) consistent profitability!

After 3 years of trading, I am proud to say I have achieved (measured and proven) consistent profitability!

Sep 3, 2025

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18 min read

I unveil for FREE the simple strategy that allows me and a lot of traders to make at least 10% profits on single quick trades with examples — $BNTC $IHT $WISH

I unveil for FREE the simple strategy that allows me and a lot of traders to make at least 10% profits on single quick trades with examples — $BNTC $IHT $WISH

Sep 2, 2025

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4 min read

My Trading Plan Template That Made Me Consistently Profitable

My Trading Plan Template That Made Me Consistently Profitable

The Exact 7-Step Template I Use to Turn Chaos into Consistent Profits—Copy, Customize, Conquer

Sep 1, 2025

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5 min read

I just crossed + $375,000 in profits after 18 months of full time day trading.

I just crossed + $375,000 in profits after 18 months of full time day trading.

My Raw Playbook for Full-Time Day Trading Profits

Aug 31, 2025

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5 min read

Spreadsheet To Calculate Exit Strategy, ROI Calculations & Breakeven Analysis

Spreadsheet To Calculate Exit Strategy, ROI Calculations & Breakeven Analysis

Master Your Trades with a Custom Spreadsheet for Exit Planning, ROI, and Breakeven Analysis

LockSimple

Aug 30, 2025

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5 min read

I Read A Macro Paper About A 50-Year Market-Beating Strategy

I Read A Macro Paper About A 50-Year Market-Beating Strategy

Here’s my layman’s summary and analysis.

LockSimple

Aug 29, 2025

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11 min read

Market Timing Beats Time in the Market (At Least Since 1871)

Market Timing Beats Time in the Market (At Least Since 1871)

Why Strategic Timing Outperforms Buy-and-Hold — Evidence from 150+ Years of Data

LockSimple

Aug 28, 2025

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9 min read

Building A Stock Prediction Software With Python

Building A Stock Prediction Software With Python

Craft a Machine Learning Stock Predictor in Python — Step-by-Step Code and Deployment Guide

Aug 27, 2025

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7 min read

Waiting for the Market to Crash is a Terrible Strategy

Waiting for the Market to Crash is a Terrible Strategy

Why Timing Market Crashes Fails — and Smarter Algo-Driven Investing Alternatives

Aug 26, 2025

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6 min read

Building and Validating Simple Stock Trading Algorithms Using Python

Building and Validating Simple Stock Trading Algorithms Using Python

Create and Test Profitable Stock Trading Algos in Python — Full Code and Validation Walkthrough

LockSimple

Aug 25, 2025

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10 min read

Time Series Analysis of Netflix Stocks with Pandas

Time Series Analysis of Netflix Stocks with Pandas

Unravel Netflix Stock Trends Using Pandas for Time Series Analysis — Complete Python Code Included

LockSimple

Aug 24, 2025

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11 min read

 A Visual Explanation To Short Squeezes

A Visual Explanation To Short Squeezes

Demystifying Short Squeezes with Clear Visuals and Actionable Insights

Aug 23, 2025

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11 min read

Is Gary Antonacci's Global Equity Momentum Strategy Robust?

Is Gary Antonacci's Global Equity Momentum Strategy Robust?

Testing the Staying Power of GEM: Can It Deliver Consistent Alpha Across Decades?

Aug 22, 2025

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10 min read

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