QuantHustle.com | Algo Trading Blog
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📈 Algo Trader | 10 Yrs+ Building Quant System
⚠️ Not Financial Advice
🚀 Help You Build Winning Trading System
⚠️ Not Financial Advice
🚀 Help You Build Winning Trading System
I asked AIs (Not #ChatGPT) to give me some regime filtering.
80% are rubbish, but some sounds valid.
A simple regime filtering code + buy & hold an ETF beat the market
📢 Follow & LIKE if you are interested to learn this
80% are rubbish, but some sounds valid.
A simple regime filtering code + buy & hold an ETF beat the market
📢 Follow & LIKE if you are interested to learn this
November 13, 2025 at 8:48 PM
I asked AIs (Not #ChatGPT) to give me some regime filtering.
80% are rubbish, but some sounds valid.
A simple regime filtering code + buy & hold an ETF beat the market
📢 Follow & LIKE if you are interested to learn this
80% are rubbish, but some sounds valid.
A simple regime filtering code + buy & hold an ETF beat the market
📢 Follow & LIKE if you are interested to learn this
One download = endless strategy idea .…..🧵🪡
November 13, 2025 at 8:58 AM
One download = endless strategy idea .…..🧵🪡
FREE Artificial Intelligence with Python Course from Harvard University
You’ll learn
• Reinforcement learning
• Machine learning
• Artificial intelligence principles
• How to design intelligent systems
• How to use AI in Python programs
$0….course link in …🧵🪡
You’ll learn
• Reinforcement learning
• Machine learning
• Artificial intelligence principles
• How to design intelligent systems
• How to use AI in Python programs
$0….course link in …🧵🪡
November 13, 2025 at 12:04 AM
FREE Artificial Intelligence with Python Course from Harvard University
You’ll learn
• Reinforcement learning
• Machine learning
• Artificial intelligence principles
• How to design intelligent systems
• How to use AI in Python programs
$0….course link in …🧵🪡
You’ll learn
• Reinforcement learning
• Machine learning
• Artificial intelligence principles
• How to design intelligent systems
• How to use AI in Python programs
$0….course link in …🧵🪡
HARSH TRUTH - you need around 350 trades to validate your single trading rule really has EDGE.
why 350 trades? It is Math.
why 350 trades? It is Math.
November 12, 2025 at 12:01 PM
HARSH TRUTH - you need around 350 trades to validate your single trading rule really has EDGE.
why 350 trades? It is Math.
why 350 trades? It is Math.
Google wants to help you to learn Python for FREE
Video lectures 100% free for everyone…… 🧵🪡
Video lectures 100% free for everyone…… 🧵🪡
November 12, 2025 at 12:04 AM
Google wants to help you to learn Python for FREE
Video lectures 100% free for everyone…… 🧵🪡
Video lectures 100% free for everyone…… 🧵🪡
📈 Strategy performance from 2022-01 to 2024-01. Short strategy with bad news outperforms the long strategy with good news.
November 11, 2025 at 9:01 AM
📈 Strategy performance from 2022-01 to 2024-01. Short strategy with bad news outperforms the long strategy with good news.
📝 Prompt ChatGPT to classify news as 'YES/NO/UNKNOWN' for stock impact. Scores translated to buy/sell signals.
November 11, 2025 at 9:01 AM
📝 Prompt ChatGPT to classify news as 'YES/NO/UNKNOWN' for stock impact. Scores translated to buy/sell signals.
How should ChatGPT be used for trading? This paper can be the answer
November 11, 2025 at 9:01 AM
How should ChatGPT be used for trading? This paper can be the answer
Find good instruments with least correlation
November 10, 2025 at 11:57 PM
Find good instruments with least correlation
Calculate the returns and identify 10-15 uncorrelated streams
November 10, 2025 at 11:57 PM
Calculate the returns and identify 10-15 uncorrelated streams
Replicate Ray Dalio’s “Holy Grail” to construct your portfolio.
What is Ray Dalio’s “Holy Grail”?
"My mantra of investing is 15 good uncorrelated return streams, risk-balanced,"
What is Ray Dalio’s “Holy Grail”?
"My mantra of investing is 15 good uncorrelated return streams, risk-balanced,"
November 10, 2025 at 11:57 PM
Replicate Ray Dalio’s “Holy Grail” to construct your portfolio.
What is Ray Dalio’s “Holy Grail”?
"My mantra of investing is 15 good uncorrelated return streams, risk-balanced,"
What is Ray Dalio’s “Holy Grail”?
"My mantra of investing is 15 good uncorrelated return streams, risk-balanced,"
Free Portfolio Management lecture from MIT
It unleashes the secret on how to build Ray Dalio All Weather portfolio
$0….course link in …🧵🪡
It unleashes the secret on how to build Ray Dalio All Weather portfolio
$0….course link in …🧵🪡
November 7, 2025 at 11:57 PM
Free Portfolio Management lecture from MIT
It unleashes the secret on how to build Ray Dalio All Weather portfolio
$0….course link in …🧵🪡
It unleashes the secret on how to build Ray Dalio All Weather portfolio
$0….course link in …🧵🪡
97.56% of quant traders can’t find the winning strategies.
Here’s my workflow to construct winning strategies.….🧵🪡
Here’s my workflow to construct winning strategies.….🧵🪡
November 7, 2025 at 9:00 AM
97.56% of quant traders can’t find the winning strategies.
Here’s my workflow to construct winning strategies.….🧵🪡
Here’s my workflow to construct winning strategies.….🧵🪡
Is your trading strategy a true winner or just a stroke of luck? 🤔
Find out with Stanford's quick 10-minute crash course on hypothesis testing FREE!
Link in 🧵
Find out with Stanford's quick 10-minute crash course on hypothesis testing FREE!
Link in 🧵
November 7, 2025 at 12:00 AM
Is your trading strategy a true winner or just a stroke of luck? 🤔
Find out with Stanford's quick 10-minute crash course on hypothesis testing FREE!
Link in 🧵
Find out with Stanford's quick 10-minute crash course on hypothesis testing FREE!
Link in 🧵
IT’S 2025, NO EXCUSES NOT TO START ALGO TRADING!!
Wifi is FREE.
Data - yfinance is FREE.
Backtesting - VectorBT is FREE.
Program Language - Python is FREE.
Data Manipulation - Pandas is FREE.
Data Visualization - Matlab plot is FREE.
Education in the internet is FREE ……..🧵🪡
Wifi is FREE.
Data - yfinance is FREE.
Backtesting - VectorBT is FREE.
Program Language - Python is FREE.
Data Manipulation - Pandas is FREE.
Data Visualization - Matlab plot is FREE.
Education in the internet is FREE ……..🧵🪡
November 6, 2025 at 9:00 AM
IT’S 2025, NO EXCUSES NOT TO START ALGO TRADING!!
Wifi is FREE.
Data - yfinance is FREE.
Backtesting - VectorBT is FREE.
Program Language - Python is FREE.
Data Manipulation - Pandas is FREE.
Data Visualization - Matlab plot is FREE.
Education in the internet is FREE ……..🧵🪡
Wifi is FREE.
Data - yfinance is FREE.
Backtesting - VectorBT is FREE.
Program Language - Python is FREE.
Data Manipulation - Pandas is FREE.
Data Visualization - Matlab plot is FREE.
Education in the internet is FREE ……..🧵🪡
This simple strategy outperform the buy & hold strategy against the benchmark
November 5, 2025 at 9:00 AM
This simple strategy outperform the buy & hold strategy against the benchmark
The volatility targeting formula determines your portfolio weight based on a target volatility level relative to current volatility:
November 5, 2025 at 9:00 AM
The volatility targeting formula determines your portfolio weight based on a target volatility level relative to current volatility:
What if your portfolio could boost defenses before a market crash? That's volatility targeting.
2 lines of code to determine the weight that target to 25% volatility
2 lines of code to determine the weight that target to 25% volatility
November 5, 2025 at 9:00 AM
What if your portfolio could boost defenses before a market crash? That's volatility targeting.
2 lines of code to determine the weight that target to 25% volatility
2 lines of code to determine the weight that target to 25% volatility
FREE Python training from JP Morgan
JP Morgan technologists and traders help you to understand complex quant topics without formal programming backgrounds in Python.
JP Morgan technologists and traders help you to understand complex quant topics without formal programming backgrounds in Python.
November 5, 2025 at 12:00 AM
FREE Python training from JP Morgan
JP Morgan technologists and traders help you to understand complex quant topics without formal programming backgrounds in Python.
JP Morgan technologists and traders help you to understand complex quant topics without formal programming backgrounds in Python.
Pro Quant Trader loves VIX, why.....⤵️⤵️⤵️
1️⃣Profit in Any Market Situation: Earn from both rising and falling markets by trading volatility, not just price direction.
2️⃣Diversification: Volatility strategies often perform well when other strategies struggle, improving overall stability.
1️⃣Profit in Any Market Situation: Earn from both rising and falling markets by trading volatility, not just price direction.
2️⃣Diversification: Volatility strategies often perform well when other strategies struggle, improving overall stability.
November 4, 2025 at 9:00 AM
Pro Quant Trader loves VIX, why.....⤵️⤵️⤵️
1️⃣Profit in Any Market Situation: Earn from both rising and falling markets by trading volatility, not just price direction.
2️⃣Diversification: Volatility strategies often perform well when other strategies struggle, improving overall stability.
1️⃣Profit in Any Market Situation: Earn from both rising and falling markets by trading volatility, not just price direction.
2️⃣Diversification: Volatility strategies often perform well when other strategies struggle, improving overall stability.
Free code available on Github → github.com/yhilpisch/p...
November 2, 2025 at 12:02 AM
Free code available on Github → github.com/yhilpisch/p...
Good Book - Python for Algorithmic Trading.
The code is available for free.
The code is available for free.
November 2, 2025 at 12:02 AM
Good Book - Python for Algorithmic Trading.
The code is available for free.
The code is available for free.
Step 2 - Plot the chart
October 31, 2025 at 12:02 AM
Step 2 - Plot the chart
Step 1 - Load the data
October 31, 2025 at 12:02 AM
Step 1 - Load the data