QuantHustle.com | Algo Trading Blog
@quanthustle.bsky.social
📈 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
REAL TALK:
10,000 hours to become a master. Make sure you use them wisely.
- 20% learning
- 40% backtest
- 40% forward/paper/live trading
Learning — DO NOT overrates.
Hands-on effort — DO NOT underrates.
10,000 hours to become a master. Make sure you use them wisely.
- 20% learning
- 40% backtest
- 40% forward/paper/live trading
Learning — DO NOT overrates.
Hands-on effort — DO NOT underrates.
December 3, 2025 at 12:00 PM
REAL TALK:
10,000 hours to become a master. Make sure you use them wisely.
- 20% learning
- 40% backtest
- 40% forward/paper/live trading
Learning — DO NOT overrates.
Hands-on effort — DO NOT underrates.
10,000 hours to become a master. Make sure you use them wisely.
- 20% learning
- 40% backtest
- 40% forward/paper/live trading
Learning — DO NOT overrates.
Hands-on effort — DO NOT underrates.
My 8 Step-by-step guide to start time series (TS) analysis for trading:
1️⃣ Learn Python - Focus on pandas, Statsmodels, NumPy, matplotlib
2️⃣ Collect Data - Gather historical price data
3️⃣ Check stationarity - Conduct ADF test
1️⃣ Learn Python - Focus on pandas, Statsmodels, NumPy, matplotlib
2️⃣ Collect Data - Gather historical price data
3️⃣ Check stationarity - Conduct ADF test
December 3, 2025 at 9:00 AM
My 8 Step-by-step guide to start time series (TS) analysis for trading:
1️⃣ Learn Python - Focus on pandas, Statsmodels, NumPy, matplotlib
2️⃣ Collect Data - Gather historical price data
3️⃣ Check stationarity - Conduct ADF test
1️⃣ Learn Python - Focus on pandas, Statsmodels, NumPy, matplotlib
2️⃣ Collect Data - Gather historical price data
3️⃣ Check stationarity - Conduct ADF test
Stanford Artificial Intelligence Free Course in YouTube is a gold mine!
Course highlights
• Linear Regression
• Linear Classification
• Feature Templates
• K-means
• Markov Network
• Bayesian Networks
• Reinforcement Learning
$0….course link in …🧵🪡
Course highlights
• Linear Regression
• Linear Classification
• Feature Templates
• K-means
• Markov Network
• Bayesian Networks
• Reinforcement Learning
$0….course link in …🧵🪡
December 3, 2025 at 12:00 AM
Stanford Artificial Intelligence Free Course in YouTube is a gold mine!
Course highlights
• Linear Regression
• Linear Classification
• Feature Templates
• K-means
• Markov Network
• Bayesian Networks
• Reinforcement Learning
$0….course link in …🧵🪡
Course highlights
• Linear Regression
• Linear Classification
• Feature Templates
• K-means
• Markov Network
• Bayesian Networks
• Reinforcement Learning
$0….course link in …🧵🪡
How to build mastery in trading:
• Commit years, not weeks
• Study data, not headlines
• Build, test, refine systems
Because trading rewards depth, not dabbling.
• Commit years, not weeks
• Study data, not headlines
• Build, test, refine systems
Because trading rewards depth, not dabbling.
December 2, 2025 at 8:00 PM
How to build mastery in trading:
• Commit years, not weeks
• Study data, not headlines
• Build, test, refine systems
Because trading rewards depth, not dabbling.
• Commit years, not weeks
• Study data, not headlines
• Build, test, refine systems
Because trading rewards depth, not dabbling.
If you can’t manage $1,000 in trading, you won’t be able to manage $100,000
... 🧵🪡
... 🧵🪡
December 2, 2025 at 12:00 PM
If you can’t manage $1,000 in trading, you won’t be able to manage $100,000
... 🧵🪡
... 🧵🪡
Forget about yfinance. These professional data sources are essential for every serious quant trader.…🧵🪡
December 2, 2025 at 12:00 AM
Forget about yfinance. These professional data sources are essential for every serious quant trader.…🧵🪡
7 reasons to stop staring at charts:
• You miss setups in other markets
• Your energy drains fast
• Emotions creep in
• Overtrading becomes easy
• False signals look real
• Sleep schedule wrecked
• No scalability
Python scanning fixes all 7 in one stroke.
• You miss setups in other markets
• Your energy drains fast
• Emotions creep in
• Overtrading becomes easy
• False signals look real
• Sleep schedule wrecked
• No scalability
Python scanning fixes all 7 in one stroke.
December 1, 2025 at 8:00 PM
7 reasons to stop staring at charts:
• You miss setups in other markets
• Your energy drains fast
• Emotions creep in
• Overtrading becomes easy
• False signals look real
• Sleep schedule wrecked
• No scalability
Python scanning fixes all 7 in one stroke.
• You miss setups in other markets
• Your energy drains fast
• Emotions creep in
• Overtrading becomes easy
• False signals look real
• Sleep schedule wrecked
• No scalability
Python scanning fixes all 7 in one stroke.
The true cost of launching your first quant trading system
• Scipy: FREE
• Python: FREE
• pandas: FREE
• IBKR API: FREE
• VectorBT: FREE
• Statsmodel: FREE
• Scikit-learn: FREE
You can build strategies right from your laptop for FREE.
The only investment? Your time and effort.
• Scipy: FREE
• Python: FREE
• pandas: FREE
• IBKR API: FREE
• VectorBT: FREE
• Statsmodel: FREE
• Scikit-learn: FREE
You can build strategies right from your laptop for FREE.
The only investment? Your time and effort.
December 1, 2025 at 12:00 PM
The true cost of launching your first quant trading system
• Scipy: FREE
• Python: FREE
• pandas: FREE
• IBKR API: FREE
• VectorBT: FREE
• Statsmodel: FREE
• Scikit-learn: FREE
You can build strategies right from your laptop for FREE.
The only investment? Your time and effort.
• Scipy: FREE
• Python: FREE
• pandas: FREE
• IBKR API: FREE
• VectorBT: FREE
• Statsmodel: FREE
• Scikit-learn: FREE
You can build strategies right from your laptop for FREE.
The only investment? Your time and effort.
We have no idea:
- what Trump will do
- how the Fed will react
- what the big firms will do next
- when the next sell-off will happen
Trading isn’t about predicting. It is about how you react to the market movement. More importantly, it's about executing your edge to perfection.
- what Trump will do
- how the Fed will react
- what the big firms will do next
- when the next sell-off will happen
Trading isn’t about predicting. It is about how you react to the market movement. More importantly, it's about executing your edge to perfection.
November 29, 2025 at 12:00 AM
We have no idea:
- what Trump will do
- how the Fed will react
- what the big firms will do next
- when the next sell-off will happen
Trading isn’t about predicting. It is about how you react to the market movement. More importantly, it's about executing your edge to perfection.
- what Trump will do
- how the Fed will react
- what the big firms will do next
- when the next sell-off will happen
Trading isn’t about predicting. It is about how you react to the market movement. More importantly, it's about executing your edge to perfection.
“Gurus” Teach You Head and Shoulders Pattern, and you start trading this pattern?!?!
I guarantee you will loss money …… why?? ….🧵🪡
I guarantee you will loss money …… why?? ….🧵🪡
November 28, 2025 at 9:00 AM
“Gurus” Teach You Head and Shoulders Pattern, and you start trading this pattern?!?!
I guarantee you will loss money …… why?? ….🧵🪡
I guarantee you will loss money …… why?? ….🧵🪡
Trading without edge looks like:
• Following random tips
• Oversizing positions
• Trading emotions
Luck fades, costs compound, and the market always collects its fee.
• Following random tips
• Oversizing positions
• Trading emotions
Luck fades, costs compound, and the market always collects its fee.
November 27, 2025 at 8:00 PM
Trading without edge looks like:
• Following random tips
• Oversizing positions
• Trading emotions
Luck fades, costs compound, and the market always collects its fee.
• Following random tips
• Oversizing positions
• Trading emotions
Luck fades, costs compound, and the market always collects its fee.
Three stages of trader development:
• First 1,000 hours: You learn you know nothing
• Second 5,000 hours: You understand why you fail
• Final 4,000 hours: You build rules that work
Most quit at stage one hoping they won.
Real traders earn their consistency the long way.
• First 1,000 hours: You learn you know nothing
• Second 5,000 hours: You understand why you fail
• Final 4,000 hours: You build rules that work
Most quit at stage one hoping they won.
Real traders earn their consistency the long way.
November 27, 2025 at 12:00 PM
Three stages of trader development:
• First 1,000 hours: You learn you know nothing
• Second 5,000 hours: You understand why you fail
• Final 4,000 hours: You build rules that work
Most quit at stage one hoping they won.
Real traders earn their consistency the long way.
• First 1,000 hours: You learn you know nothing
• Second 5,000 hours: You understand why you fail
• Final 4,000 hours: You build rules that work
Most quit at stage one hoping they won.
Real traders earn their consistency the long way.
Portfolio optimization in Python is so EASY!
Top 3 common Python code to optimize your portfolio in …… 🧵🪡
Top 3 common Python code to optimize your portfolio in …… 🧵🪡
November 27, 2025 at 9:00 AM
Portfolio optimization in Python is so EASY!
Top 3 common Python code to optimize your portfolio in …… 🧵🪡
Top 3 common Python code to optimize your portfolio in …… 🧵🪡
Google wants to help you to learn Python for FREE
Video lectures 100% free for everyone…… 🧵🪡
Video lectures 100% free for everyone…… 🧵🪡
November 27, 2025 at 12:00 AM
Google wants to help you to learn Python for FREE
Video lectures 100% free for everyone…… 🧵🪡
Video lectures 100% free for everyone…… 🧵🪡
4 Major Types of Machine Learning that you should master
• Supervised Learning
• Unsupervised Learning
• Reinforcement Learning
• Deep Learning
Quant trading use cases for all types of machine learning in …….🧵🪡
• Supervised Learning
• Unsupervised Learning
• Reinforcement Learning
• Deep Learning
Quant trading use cases for all types of machine learning in …….🧵🪡
November 26, 2025 at 12:00 PM
4 Major Types of Machine Learning that you should master
• Supervised Learning
• Unsupervised Learning
• Reinforcement Learning
• Deep Learning
Quant trading use cases for all types of machine learning in …….🧵🪡
• Supervised Learning
• Unsupervised Learning
• Reinforcement Learning
• Deep Learning
Quant trading use cases for all types of machine learning 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 26, 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 ……..🧵🪡
Good Book - Python for Algorithmic Trading.
The code is available for free.
The code is available for free.
November 25, 2025 at 9:00 AM
Good Book - Python for Algorithmic Trading.
The code is available for free.
The code is available for free.
Goldman Sachs just let slip the ultimate secret of quant trading...….🧵🪡
November 25, 2025 at 12:00 AM
Goldman Sachs just let slip the ultimate secret of quant trading...….🧵🪡
Even great traders took years to master the game:
Marty Schwartz — 10 years
Jesse Livermore — 6 years
Mark Minervini — 6 years
Paul Tudor Jones — 5 years
The reason is that they didn't use AI 😉😉😉
Marty Schwartz — 10 years
Jesse Livermore — 6 years
Mark Minervini — 6 years
Paul Tudor Jones — 5 years
The reason is that they didn't use AI 😉😉😉
November 24, 2025 at 8:00 PM
Even great traders took years to master the game:
Marty Schwartz — 10 years
Jesse Livermore — 6 years
Mark Minervini — 6 years
Paul Tudor Jones — 5 years
The reason is that they didn't use AI 😉😉😉
Marty Schwartz — 10 years
Jesse Livermore — 6 years
Mark Minervini — 6 years
Paul Tudor Jones — 5 years
The reason is that they didn't use AI 😉😉😉
Tired of missing the big moves? Here're momentum strategies that actually work.
1️⃣ Moving Average Crossover: Buy when a short-term moving average crosses above a long-term moving average (Golden Cross), and sell on a bearish crossover (Death Cross)..…🧵🪡
1️⃣ Moving Average Crossover: Buy when a short-term moving average crosses above a long-term moving average (Golden Cross), and sell on a bearish crossover (Death Cross)..…🧵🪡
November 24, 2025 at 12:00 PM
Tired of missing the big moves? Here're momentum strategies that actually work.
1️⃣ Moving Average Crossover: Buy when a short-term moving average crosses above a long-term moving average (Golden Cross), and sell on a bearish crossover (Death Cross)..…🧵🪡
1️⃣ Moving Average Crossover: Buy when a short-term moving average crosses above a long-term moving average (Golden Cross), and sell on a bearish crossover (Death Cross)..…🧵🪡
Want to build your first profitable quant trading system?
Start with these powerful Python libraries for FREE.….
Start with these powerful Python libraries for FREE.….
November 24, 2025 at 9:00 AM
Want to build your first profitable quant trading system?
Start with these powerful Python libraries for FREE.….
Start with these powerful Python libraries for FREE.….
Most value investors are using flawed stock-screening methods, costing them millions.
Instead of following a disciplined, systematic approach to assess stock performance, many blindly rely on unverified advice from gurus.…..…🧵🪡
Instead of following a disciplined, systematic approach to assess stock performance, many blindly rely on unverified advice from gurus.…..…🧵🪡
November 22, 2025 at 11:56 PM
Most value investors are using flawed stock-screening methods, costing them millions.
Instead of following a disciplined, systematic approach to assess stock performance, many blindly rely on unverified advice from gurus.…..…🧵🪡
Instead of following a disciplined, systematic approach to assess stock performance, many blindly rely on unverified advice from gurus.…..…🧵🪡
Stanford Artificial Intelligence Free Course in YouTube is a gold mine!
Course highlights
• Linear Regression
• Linear Classification
• Feature Templates
• K-means
• Markov Network
• Bayesian Networks
• Reinforcement Learning
$0….course link in …🧵🪡
Course highlights
• Linear Regression
• Linear Classification
• Feature Templates
• K-means
• Markov Network
• Bayesian Networks
• Reinforcement Learning
$0….course link in …🧵🪡
November 22, 2025 at 12:00 AM
Stanford Artificial Intelligence Free Course in YouTube is a gold mine!
Course highlights
• Linear Regression
• Linear Classification
• Feature Templates
• K-means
• Markov Network
• Bayesian Networks
• Reinforcement Learning
$0….course link in …🧵🪡
Course highlights
• Linear Regression
• Linear Classification
• Feature Templates
• K-means
• Markov Network
• Bayesian Networks
• Reinforcement Learning
$0….course link in …🧵🪡
If you can't make $100 in trading, you won't be able to make $100,000.
Focus on the process, refine it before scaling.
Focus on the process, refine it before scaling.
November 21, 2025 at 12:00 PM
If you can't make $100 in trading, you won't be able to make $100,000.
Focus on the process, refine it before scaling.
Focus on the process, refine it before scaling.
The greatest traders took years to master their craft:
- Marty Schwartz: 10 years
- Jesse Livermore: 6 years
- Mark Minervini: 6 years
- Paul Tudor Jones: 5 years
Do you really think you can master it in just a few months?
- Marty Schwartz: 10 years
- Jesse Livermore: 6 years
- Mark Minervini: 6 years
- Paul Tudor Jones: 5 years
Do you really think you can master it in just a few months?
November 20, 2025 at 8:00 PM
The greatest traders took years to master their craft:
- Marty Schwartz: 10 years
- Jesse Livermore: 6 years
- Mark Minervini: 6 years
- Paul Tudor Jones: 5 years
Do you really think you can master it in just a few months?
- Marty Schwartz: 10 years
- Jesse Livermore: 6 years
- Mark Minervini: 6 years
- Paul Tudor Jones: 5 years
Do you really think you can master it in just a few months?