Quant Science
@quantscience_
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Develop profitable trading strategies, build a systematic trading process, and trade your ideas with Python—even if you’ve never done it before.
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Joined July 2023
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Pinned Tweet
How to become a Quant Scientist:
Math:
• Calculus
• Linear algebra
Stats:
• Probability
• Time series analysis
Python:
• Pandas
• Zipline Reloaded
Markets:
• Economics
• Microstructure
9
195
1K
OpenBB: A free alternative to the $20,000 Bloomberg Terminal
Available 100% free on GitHub:
32
472
4K
JP Morgan's Python training.
Available 100% for free:
3
311
2K
Why python is insane for algorithmic trading:
1. Visualization: Plotly ($0)
2. Data analysis: Pandas ($0)
3. Market Data: OpenBB ($0)
4. Technical indicators: TA-lib ($0)
5. Machine Learning: Scikit Learn ($0)
Total cost: $0
11
158
1K
Why python is insane for algorithmic trading:
1. Visualization: Plotly ($0)
2. Data analysis: Pandas ($0)
3. Market Data: OpenBB ($0)
4. Technical indicators: TA-lib ($0)
5. Machine Learning: Scikit Learn ($0)
Total cost: $0
7
156
889
#DataScience
meets
#Quant
#Finance
:
Can we use Anomaly detection to identify buy/sell patterns?
Anomaly detection for stocks in 4 steps.
A thread with
#Python
code 🧵
14
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770
Python has 100's of quant libraries.
All free on GitHub:
4
96
687
Python is wild for finance.
Let's take an example: asset correlations 🧵
4
92
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Python is powerful for finance.
Example: Analyzing Stock Return Correlations
2
92
699
Why python is insane for algorithmic trading:
1. Visualization: Plotly ($0)
2. Data analysis: Pandas ($0)
3. Market Data: OpenBB ($0)
4. Technical indicators: TA-lib ($0)
5. Machine Learning: Scikit Learn ($0)
Total cost: $0
7
110
678
Unpopular Opinion: Every investor should learn Python.
Here's why 🧵
10
92
655
Nancy Pelosi's Portfolio... 1400% return.
We optimized it in Python.
5
76
658
Python blows my mind for finance.
Example: Asset Correlation Heatmaps.
It's literally 1 line of code...
11
74
636
Python for Finance: A beginner-friendly intro to Python for financial analysis.
Great for the aspiring algorithmic trader.
Python code is available 100% for free:
2
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604
Python is wild for finance.
Case in point: Using the power of correlations in Python for portfolio construction.
6
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Python is wild for trading.
Example: AutoTrader for automated trading systems.
Let's dive in:
7
70
586
How to use anomaly detection for Algorithmic Trading in Python.
Just dropped our NEW article AND full code.
Plus it uses our NEW pytimetk package for anomaly detection.
Article:
#Quant
#Science
#DataScience
#Trading
7
104
548
How is Fast Fourier Transform (FFT) used in financial analysis?
This is how:
7
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Signal processing with Fast Fourier Transform is a powerful tool for financial analysis.
Here are 4 examples how you can use FFT in Quantitative Analysis. 🧵
6
73
482
BloombergGPT
A large language model for finance.
• Closed source
• $5 million to train
• Uses 1.3 million GPU hours
Enter FinGPT:
An open source large language model for finance.
• Open source
• $300 to train
• Uses 80 GPU hours
Get the code on GitHub:
5
87
502
Algorithmic trading with Momentum Factors in Python is insane.
A quick primer (in python). 🧵
2
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490
NEW PYTHON PACKAGE ALERT: Asset News Sentiment Analyzer
AI + News Sentiment for Quant Finance (100% free on github)
Let's dive in:
5
70
483
How to use correlation to construct investment portfolios in Python:
1
71
464
Python is wild for finance.
Let's take an example: riskfolio-lib
A thread 🧵
2
69
450
Why python is insane for algorithmic trading:
1. Visualization: Plotly ($0)
2. Data analysis: Pandas ($0)
3. Market Data: OpenBB ($0)
4. Technical indicators: TA-lib ($0)
5. Machine Learning: Scikit Learn ($0)
Total cost: $0
10
85
444
Average True Range (ATR) is an essential technical indicator for volatility signals.
In 3 minutes, I'll teach you what took 3 months to learn.
Let's dive in. 🧵
#Quant
#Trading
#Algorithms
#Python
7
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383
I can't believe Python can do this.
Optimizing Nancy Pelosi's portfolio.
Check this out. 🧵
5
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388
The math behind trading with Python:
• SciPy: $0
• Zipline: $0
• Python: $0
• NumPy: $0
• PyFolio: $0
• pandas : $0
• OpenBB: $0
• Empyrical: $0
• AlphaLens: $0
• Statsmodels: $0
• RiskFolio-Lib: $0
You can start algorithmic trading from home.
For free.
2
44
385
Awesome algorithmic trading:
A curated list of awesome algorithmic trading frameworks, libraries, software and resources
100% free on Github:
3
70
379
Free online: Python for Data Analysis.
By the guy who invented pandas.
6
44
364
Python is insane for finance.
Case in point: mplfinance
Quickly make financial plots in python.
100% free:
3
39
358
Algorithmic trading with Python.
Get the code for free:
1
61
351
Tidy Finance with Python Book. A primer on:
1. Financial Data
2. Asset Pricing
3. Modeling & Machine Learning
4. Portfolio Optimization
Available (for free):
2
61
355
Python is wild. Take this portfolio chart.
I made it in 15 lines of code.
And 3 python packages.
6
40
349
How to create a Volatility Targeted Portfolio with Python (and automate execution).
Article:
#Quant
#DataScience
#Python
3
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335
Python is mind-blowing for trading. Case in point: VectorBT
Let me explain.
3
53
340
Python blows my mind for finance.
Case in point: Making trading signals and algorithmic trading features with Pytimetk.
Check this out (step 4 is the best). 🧵
1
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The math behind algorithmic trading in Python:
• SciPy: $0
• Zipline: $0
• Python: $0
• NumPy: $0
• PyFolio: $0
• pandas : $0
• OpenBB: $0
• Empyrical: $0
• AlphaLens: $0
• Statsmodels: $0
• RiskFolio-Lib: $0
3
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335
Using Mathematics to Make Money by legend Jim Simons.
8 page PDF free for download:
3
48
327
How is Fast Fourier Transform (FFT) used in financial analysis?
This is how:
3
36
330
Python is mind-blowing for trading.
Case in point: VectorBT
Let me explain. 🧵
4
42
320
Machine learning steps for quant finance.
The most important part of creating a predictive investment strategy is setting up the data properly.
In this thread, I'll share 3 months of research on developing predictive ML models in finance.
A thread 🧵
1
52
304
How to create a Volatility Targeted Portfolio with Python (and automate execution).
Article:
#Quant
#DataScience
#Python
1
46
308
python blows my mind for finance.
A simple case: yfinance.
Let me explain. 🧵
4
38
312
Build beautiful tear sheets for your trading strategies.
In 1 line of Python code:
3
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281
Technical analysis in Python?
Look no further than Pandas TA.
Let's dive in:
5
42
311
Nancy Pelosi's Portfolio... 1400% return.
We optimized it in Python.
4
50
305
Why I love Python for trading:
• SciPy: $0
• Zipline: $0
• Python: $0
• NumPy: $0
• PyFolio: $0
• pandas : $0
• OpenBB: $0
• Empyrical: $0
• AlphaLens: $0
• Statsmodels: $0
• RiskFolio-Lib: $0
You can start algorithmic trading from home.
For free.
3
35
305
🛑Myth: You need a $20,000/year license to Bloomberg Terminal to trade like a Hedge Fund.
✅Reality: Python and InteractiveBrokers (both are free)
Ready to build Algorithmic Trading Strategies (that actually work)?
👉Join us at our launch party here:
3
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289
Python is NUTS for finance.
Case in point... Riskfolio.
I can do all of this in just 8 lines of code.
5
43
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How to use MACD for algorithmic trading Machine Learning.
Let's dive in. 🧵
1
53
285
Skfolio: A Python library for portfolio optimization built on top of scikit-learn
100% free on Github:
3
29
283
Nothing beats the feeling of executing dozens of trades from Python via API.
All you need is:
1. Python
2. Interactive Brokers
5
25
277
Algorithmic Trading in Python: From Trade Strategy to Responsible Execution
This is a new training.
We are doing it 100% free.
And we'll share how we trade responsibly with Python.
Register here:
5
24
276
Jupyter Quant: A dockerized Jupyter Quant Research Environment in Python.
Available on GitHub:
3
33
275
Build beautiful tear sheets for your trading strategies.
In 1 line of Python code:
2
38
274
One of my favorite Python Libraries for algorithmic trading:
Zipline.
This is why:
1
29
272
Python for algorithmic trading and investment portfolios has never been easier.
Case in point: Correlations for Portfolio Construction
4
54
272
Financial machine learning:
Code, papers, and resources for using Machine Learning to make $ in the market.
All free:
2
26
264
Python is wild for finance.
Let's take an example: riskfolio-lib
A thread 🧵
5
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258
#Python
is insane for
#Quant
#Finance
.
I just stumbled across this treasure trove of 150+ quantitative finance programs in Python.
100% free.
T/Y
@pyquantnews
👉Link:
4
39
256
Python for Finance Cookbook.
Get the code on Github 100% free:
2
29
253
Trading is an unfair game. Hedge funds have better tools.
It's time to level the playing field.
Tomorrow, July 31st, we will reveal 18 months of development on a complete, hedge-fund in a box.
In
#Python
.
3
19
254
PyGWalker
Turn your pandas DataFrame into a Tableau dashboard.
• Launch from Jupyter Notebook
• Tableau-like visualizations
• Run in Kaggle and Colab
Tableau is $800 per year.
PyGWalker is $0.
Get the code on GitHub:
4
46
254
Python for Algorithmic Trading Cookbook.
Just got my copy on Friday.
Get yours here:
3
25
246
The Relative Strength Index (RSI) is a key indicator of overbought and oversold conditions.
In 2 minutes, I'll share 2 months of research on RSI.
Let's dive in. 🧵
#Quant
#Trading
#Algorithms
#AlgoTrading
7
28
242
Signal Processing with Fast Fourier Transform in Python.
Here's everything you need to know in under 6 minutes.
View here:
5
43
240
Why data scientists make good algorithmic traders.
Let me explain. 🧵
2
49
239
Algorithmic Trading in Python: From Trade Strategy to Responsible Execution
This is a new training.
We are doing it 100% free.
And we'll share how we trade responsibly with Python.
Register here:
2
20
240
Machine learning steps for quant finance.
The most important part of creating a predictive investment strategy is setting up the data properly.
In this thread, I'll share 3 months of research on developing predictive ML models in finance.
A thread 🧵
2
45
231
Python is nuts.
Case in point: Correlation for stock returns and portfolio construction:
5
29
234
Filtering noise is the most challenging part of algorithmic trading.
Here are our 10 best filtering strategies.
Let's break each down. 🧵
#Quant
#Science
#Trading
#Algorithms
8
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231
Trade Strategy Analysis in 1 line of Python code.
This is how: 🧵
2
27
229
Python quant code from Goldman Sachs.
Designed by Goldman Sachs for quant traders—by the best quants in the business.
Get it all here (for free):
2
28
226
Can Machine Learning be used for Finance?
Yes, it can.
Here's a free training.
2
31
225
Myth:
AI bots are taking over the markets.
Truth:
Most shops still run Excel '97.
(But *some* shops are using machine learning)
Here are the 10 ways to use machine learning in trading (with the Python library):
3
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222
The Python Quant Scientist stack for quant finance, algorithmic trading, and market data analysis.
Cost: $0
And NOW we are offering a free training:
3
24
220
Rumor has it that Renaissance Technologies (RenTech) uses Fourier Transforms to extract signals from noisy stock data.
At 11AM EST today, we'll share how to do signal processing with Fourier Transforms in Python.
👉 Join here:
4
32
219
How to use anomaly detection for Algorithmic Trading in Python.
Just dropped our NEW article AND full code.
Plus it uses our NEW pytimetk package for anomaly detection.
Article:
#Quant
#Science
#DataScience
#Trading
2
40
218
Can data scientists make good algorithmic traders?
Let's find out:
2
17
208
Is Nancy Pelosi the GOAT of investing?
We analyzed her portfolio in Python... and saw a potential 1400% return!
This is how we did it:
3
36
207
The best book I've ever read on Machine Learning for Trading with Python.
The book's code is available 100% for free:
4
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207