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ENSEMBLE

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ARTIFICIAL INTELLIGENCE


MACHINE LEARNING


TRADING STRATEGIES


ARTIFICIAL INTELLIGENCE

With ZERO Code.




Deploy to the World.

New


ENSEMBLE V1.0, NOW AVAILABLE

Predict and invest smarter. No code, just results.

Get started now





UNMATCHED BUILT-IN DATA

Partnered with best-in-class institutional vendors.


UNLOCK INSIGHTS WITH AN UNPARALELLED MUTIFACTOR VIEW OF THE MARKET.

Point-in-time values for accurating backtesting.

Standardized for comparison across all timeframes.

20+ years of data.

 * P/E Ratio

 * Unemployment Rate

 * EV/EBITDA

 * Sentiment

 * CPI

 * MACD

 * Cash Flow Per Share

 * Government Yields

 * Bollinger Bands

 * CapEx

 * Seasonality

 * GDP

 * Candlestick Patterns

 * Asset Turnover

 * Government Spending

 * P/E Ratio

 * Unemployment Rate

 * EV/EBITDA

 * Sentiment

 * CPI

 * MACD

 * Cash Flow Per Share

 * Government Yields

 * Bollinger Bands

 * CapEx

 * Seasonality

 * GDP

 * Candlestick Patterns

 * Asset Turnover

 * Government Spending

 * P/E Ratio

 * Unemployment Rate

 * EV/EBITDA

 * Sentiment

 * CPI

 * MACD

 * Cash Flow Per Share

 * Government Yields

 * Bollinger Bands

 * CapEx

 * Seasonality

 * GDP

 * Candlestick Patterns

 * Asset Turnover

 * Government Spending

 * Industrial Production

 * Kurtosis

 * Retained Earnings

 * Government Debt

 * Trigonometry

 * Current Ratio

 * Foreign Exchange Reserves

 * Ultimate RSI

 * Working Capital

 * Commodity Channel Index

 * Tier 1 Capital

 * Net Change in Cash

 * Information Theory

 * Government Spending

 * Industrial Production

 * Kurtosis

 * Retained Earnings

 * Government Debt

 * Trigonometry

 * Current Ratio

 * Foreign Exchange Reserves

 * Ultimate RSI

 * Working Capital

 * Commodity Channel Index

 * Tier 1 Capital

 * Net Change in Cash

 * Information Theory

 * Government Spending

 * Operating Margin

 * Coppock Curve

 * Accounts Receivable

 * True Strength Index

 * Housing Starts

 * Return on Equity

 * Stochastic K

 * Population

 * SG&A

 * Interbar Rank

 * Retail Sales Index

 * Operating Margin

 * Coppock Curve

 * Accounts Receivable

 * True Strength Index

 * Housing Starts

 * Return on Equity

 * Stochastic K

 * Population

 * SG&A

 * Interbar Rank

 * Retail Sales Index

 * Operating Margin

 * Coppock Curve

 * Accounts Receivable

 * True Strength Index

 * Housing Starts

 * Return on Equity

 * Stochastic K

 * Population

 * SG&A

 * Interbar Rank

 * Retail Sales Index


CRYPTOCURRENCY


THE MOST LIQUID COINS FROM THE #1 EXCHANGE.

19,000 securities

Up to the 1min timeframe.





12+ cryptocurrency pairs.



1min+ OHLCV.



Get Started



BTC

Bitcoin

64069.15

-1403.51

(-1.44%)

1D

ETH

Ethereum

3326.2315

-109.515

(-3.23%)

1D

LTC

Litecoin

69.42

-6.03

(-7.66%)

1D


EQUITIES


THE ENTIRE UNIVERSE OF U.S EQUITIES.




19,000+ securities



1min+ OHLCV.



Get Started



 * GOOG
   
   Alphabet
   
   177.53
   
   -1.22
   
   (-0.69%)
   
   1D
   
   

 * META
   
   Meta Platforms Inc
   
   504.00
   
   +2.62
   
   (+0.52%)
   
   1D
   
   

 * MSFT
   
   Microsoft
   
   447.15
   
   +1.21
   
   (+0.27%)
   
   1D
   
   

 * AMZN
   
   Amazon.com Inc
   
   183.03
   
   -1.02
   
   (-0.56%)
   
   1D
   
   

 * AAPL
   
   Apple
   
   214.79
   
   +1.87
   
   (+0.86%)
   
   1D
   
   

 * GOOG
   
   Alphabet
   
   177.53
   
   -1.22
   
   (-0.69%)
   
   1D
   
   

 * META
   
   Meta Platforms Inc
   
   504.00
   
   +2.62
   
   (+0.52%)
   
   1D
   
   

 * MSFT
   
   Microsoft
   
   447.15
   
   +1.21
   
   (+0.27%)
   
   1D
   
   

 * AMZN
   
   Amazon.com Inc
   
   183.03
   
   -1.02
   
   (-0.56%)
   
   1D
   
   

 * AAPL
   
   Apple
   
   214.79
   
   +1.87
   
   (+0.86%)
   
   1D
   
   

 * GOOG
   
   Alphabet
   
   177.53
   
   -1.22
   
   (-0.69%)
   
   1D
   
   

 * META
   
   Meta Platforms Inc
   
   504.00
   
   +2.62
   
   (+0.52%)
   
   1D
   
   

 * MSFT
   
   Microsoft
   
   447.15
   
   +1.21
   
   (+0.27%)
   
   1D
   
   

 * AMZN
   
   Amazon.com Inc
   
   183.03
   
   -1.02
   
   (-0.56%)
   
   1D
   
   

 * AAPL
   
   Apple
   
   214.79
   
   +1.87
   
   (+0.86%)
   
   1D
   
   

 * GOOG
   
   Alphabet
   
   177.53
   
   -1.22
   
   (-0.69%)
   
   1D
   
   

 * META
   
   Meta Platforms Inc
   
   504.00
   
   +2.62
   
   (+0.52%)
   
   1D
   
   

 * MSFT
   
   Microsoft
   
   447.15
   
   +1.21
   
   (+0.27%)
   
   1D
   
   

 * AMZN
   
   Amazon.com Inc
   
   183.03
   
   -1.02
   
   (-0.56%)
   
   1D
   
   

 * AAPL
   
   Apple
   
   214.79
   
   +1.87
   
   (+0.86%)
   
   1D
   
   



Financial Statement Metrics

220

Comprised of annual and interim/quarterly data, detailed historical financial
statement content, per share data, and calculated ratios.

Technical Indicators

400+

Access categories like Seasonality, Candlestick Patterns, Information Theory,
Momentum & Reversion, Volatility, Volume Analysis & many more…

Economic Time Series

1,796

CPI, Unemployment Rate, Money Supply, Goverment Yields, Balance of Trade, & many
more time series across 92 countries and 3 economic regions.

Industry KPIs

1,000

Key performance indicators across 10 Sectors; Airlines, Banks, Home Building,
Hotel & Gaming, Metals and Mining, Oil and Gas, Pharmaceuticals, REITS, Retail,
and Telecom.




Alpha

Automated Intelligence

Build end-to-end machine learning pipelines with zero code.



Exploratory Data Analysis



Examine every facet of your data with all of your favorite EDA tools built-in.



Feature Engineering



Access industry leading feature selection methods - SFS, RFE, SHAP, SelectK...



Preprocessing



Make data prep effortless. Automatically handle outliers, scale features,
replace missing values, and more...

Ensemble & AutoML



Combine models with Boosting, Stacking, Blending, & Bagging or let AutoML do the
work for you.



Model Selection



Employ state-of-the-art Classification, Regression, & Clustering Models.

 * Logistic Regression

 * CatBoost

 * Decision Tree Classifier

 * Elastic Net

 * Gaussian Process Classifier

 * BIRCH

 * Quadratic Discriminant Analysis

 * Decision Tree Classifier

 * Lasso Regression

 * Bayesian Ridge

 * Blending

 * Decision Tree Classifier

 * Naive Bayes

 * Mean Shift Clustering

 * Logistic Regression

 * CatBoost

 * Decision Tree Classifier

 * Elastic Net

 * Gaussian Process Classifier

 * BIRCH

 * Quadratic Discriminant Analysis

 * Decision Tree Classifier

 * Lasso Regression

 * Bayesian Ridge

 * Blending

 * Decision Tree Classifier

 * Naive Bayes

 * Mean Shift Clustering

 * Linear Regression

 * Light Gradient Boosting

 * SVM

 * MLP Classifier

 * K-Modes Clustering

 * Decision Tree Classifier

 * Random Forest Classifier

 * Affinity Propagation

 * Ridge Classifier

 * K Neighbors Classifier

 * Linear Regression

 * Light Gradient Boosting

 * SVM

 * MLP Classifier

 * K-Modes Clustering

 * Decision Tree Classifier

 * Random Forest Classifier

 * Affinity Propagation

 * Ridge Classifier

 * K Neighbors Classifier

Model Analysis



Examine every aspect of your model with an extended library of built-in graphs &
analyses.






REGIME MODELING


EMPLOY CLUSTERING MODELS FOR ADVANCED ECONOMIC AND TECHNICAL REGIME MODELING.







COMPLEMENT YOUR MODELS WITH RULES DESIGNED IN OUR NO-CODE EDITOR.





Custom Logic




LINK YOUR MODEL'S FORECASTS TO TRADING STRATEGIES WITH ONE CLICK.

Train models based on common trading heuristics (e.g., "Forward Returns"). Swap
out any asset, timeframe, or holding period.


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Simultaneously assess both model and trading performance with an extensive
library of ML & Portfolio metrics.


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Completely integrated machine learning & trading infrastructure.



Leverage the wisdom of the crowd like never before.

Follow or deploy any signal or strategy globally, seamlessy managed by us in the
cloud for your convenience.




Integrated logic

Incorporate other user's predictions & insights into your own strategies..

Diversification

Run your own Pod of advanced strategies and diversify across manager styles like
never before.

Performance Tracking

Track the best signals, strategies, and investors over time.




Machine Learning Trading

contact us


WE CAN HELP


GET IN TOUCH

We’re always here to help. Contact us if you are experiencing issues with our
product or have any questions.


ADDRESS

PO BOX 2188

Amagansett, New York

New York 11930

support@valentineslanepartners.com




Frequently asked questions

Have questions? We're here to help.

Do I need programming experience to use Ensemble?



Can I use these strategies in my brokerage account?



Do I have to purchase data? Are you planning on adding more?



How often do you release new features or updates?



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Disclaimer

DISCLAIMER

Ensemble is to be used for informational and entertainment purposes only and
does not provide investment advice for any individual. Ensemble, its affiliates
and partners specifically disclaim any and all liability or loss arising out of
any action taken in reliance on Content, including but not limited to market
value or other loss on the sale or purchase of any company, property, product,
service, security, instrument, or any other matter. Ensemble is not a registered
investment advisor, broker-dealer, or financial planner. The platform does not
endorse or recommend any specific investments, securities, or strategies.




Trading in such securities can result in immediate and substantial losses of the
capital invested. You should only invest risk capital you are willing to lose,
and not capital required for other purposes. You alone are solely responsible
for determining whether any investment, security or strategy, or any other
product or service, is appropriate or suitable for you based on your investment
objectives and personal and financial situation. You should also consult an
attorney or tax professional regarding your specific legal or tax situation.




Trading Results shown might be based on simulated or hypothetical performance
results that have certain inherent limitations. Past results are in no way a
guarantee of future results. Unlike the results shown in an actual performance
record, backtest results do not represent actual trading. Simulated or
hypothetical trading programs in general are also subject to a number of biases
such as hindsight bias. 




We do not recommend any securities to buy or sell. We do not offer trading or
investing advice. Nothing in the platform should be construed as investment
advice of any kind. Our platform, its features, capabilities, and tools are
provided ‘AS-IS’ and without warranty. Any information on Ensemble is not a buy
or sell signal, nor is it financial advice.




MIT License

Copyright (c) 2024 PyCaret Permission is hereby granted, free of charge, to any
person obtaining a copy of this software and associated documentation files (the
"Software"), to deal in the Software without restriction, including without
limitation the rights to use, copy, modify, merge, publish, distribute,
sublicense, and/or sell copies of the Software, and to permit persons to whom
the Software is furnished to do so, subject to the following conditions: The
above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS
IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED
TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE
FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR
THE USE OR OTHER DEALINGS IN THE SOFTWARE.