Build state-of-the-art trading strategies or replicate them in your portfolio.
Welcome to the Future of
Investment Management
Welcome to the Future of
Investment Management
Build state-of-the-art trading strategies or replicate them in your portfolio.
Data
Strategies are powered by best-in-class instutitional 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
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
20+ years of data.
Point-in-time values for accurating backtesting.
Standardized for comparison across all timeframes.
Cryptocurrency
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
12+ cryptocurrency pairs.
The most liquid coins from the #1 exchange.
Up to 1min timeframe.
Equities
19,000+ securities
The entire universe of U.S equities.
Up to 1min timeframe.
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
New
Introducing Large Language Model Integration
The smartest engine in market intelligence just got smarter.
Financial Statement Metrics
Comprised of annual and interim/quarterly data, detailed historical financial statement content, per share data, and calculated ratios.
Technical Indicators
Access categories like Seasonality, Candlestick Patterns, Information Theory, Momentum & Reversion, Volatility, Volume Analysis & many more…
Economic Time Series
CPI, Unemployment Rate, Money Supply, Goverment Yields, Balance of Trade, & many more time series across 92 countries and 3 economic regions.
Industry KPIs
Key performance indicators across 10 Sectors; Airlines, Banks, Home Building, Hotel & Gaming, Metals and Mining, Oil and Gas, Pharmaceuticals, REITS, Retail, and Telecom.
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 Learning
Combine models with Boosting, Stacking, Blending, and Bagging.
Model Selection
Employ 47+ 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
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.
Machine Intelligence
Generate machine learning signals with the only no-code ML trading solution on the market.
Alpha
Regime Signals
Employ clustering models for advanced economic and technical regime signals (e.g., Stagflation).
Turn on/off strategies based on higher timeframe conditions. E.g, only "Buy the Dip" if market is in a "Low Vol Uptrend"
Custom Signals
Don't trust AI yet? Build complex signals by combining custom rules in our no-code editor.
Draw across any technical, fundamental, or alternative dataset to create novel multifactor signals.
New
Introducing Large Language Model Integration
The smartest engine in market intelligence just got smarter.
"Is this news bullish?"
LLM
Model Prediction:
ML
RSI < 30?
Custom Rule
"Yes"
True
{Buy}
"Yes"
{Buy}
True
Buy AAPL
Robo Regiment
Build state-of-the-art trading strategies by combining one more signal types.
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
Operating Margin
Coppock Curve
Accounts Receivable
True Strength Index
Housing Starts
Return on Equity
Stochastic K
Population
SG&A
Interbar Rank
Retail Sales Index
Data
Strategies are powered by best-in-class instutitional data.
12+ cryptocurrency pairs.
The most liquid coins from the #1 exchange.
Up to 1min timeframe.
Equities
The entire universe of U.S equities.
19,000+ securities
Up to 1min timeframe.
Cryptocurrency
Full price history of the #1 exchange.
12+ cryptocurrency pairs.
Up to 1min timeframe.
Machine Intelligence
Generate machine learning signals with the only no-code ML trading solution on the market.
Regime Signals
Employ clustering models for advanced economic and technical regime signals (e.g., Stagflation).
Turn on/off strategies based on higher timeframe conditions. E.g, only "Buy the Dip" if market is in a "Low Vol Uptrend"
Custom Signals
Dont trust AI yet? Build complex signals by combining custom rules in our no-code editor.
Draw across any technical, fundamental or alternative dataset to create novel multifactor signals.
Examine every facet of your data with all of your favorite EDA tools built-in.
Exploratory Data Analysis
Access industry leading feature selection metjods; SFS. RFE. SHAP, SelectK…
Ensemble Learning
Employ 47+ state-of-the-art Classification, Regression, & Clustering Models.
Model Selection
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
Examine every aspect of your model with an extended libraryt of built-in graphs & analyses.
Model Analysis
Access industry leading feature selection metjods; SFS. RFE. SHAP, SelectK…
Feature Engineering
Make data prep effortless. Automatically handle outliers, scale features, replacing missing values, and more…
Preprocessing
Alpha
Buy AAPL
Robo Regiment
Build state-of-the-art trading strategies by combining one more signal types.
LLM
"Is this news bullish?"
"Yes"
Model Prediction
ML
{Buy}
RSI < 30?
Custom Rule
True
"Yes"
{Buy}
True
Data
Signals
Large
Language
Models
Custom
Rules
Machine
Learning
Monetizable
Monetizable
Join a new paradigm in money mangement..
Deploy any Signal or Strategy, managedly seamless in the cloud by Ensemble.
Integrate other users' predictions into your own strategies without revealing underlying alpha.
Set a monthly subscription fee and start getting paid for your insights with cash
directly deposited into you bank account.
Performance Tracking
Track the best signals, strategies, traders, and investors over time.
Get real-tine insights into thematic performance.
Diversification
Run your own Pod of advanced strategies and diversify across manager styles like never before.
Plug and Play
Never have your money exit your brokerage account, after establishing a one-time connection.
Join our Beta Today:
Legal
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.
Join a new paradigm in money mangement..
Data
Signals
Strategies
Large
Language
Models
Custom
Rules
Machine
Learning
Monetizable
Monetizable
Deploy any Signal or Strategy, managedly seamless in the cloud by Ensemble.
Integrate other users' predictions into your own strategies without revealing underlying alpha.
Set a monthly subscription fee and start getting paid for your insights with cash
directly deposited into you bank account.
Performance Tracking
Track the best signals, strategies, traders, and investors over time.
Get real-time insights into thematic performance.
Diversification
Run your own Pod of advanced strategies and diversify across manager styles like never before.
Plug and Play
Never have your money exit your brokerage account, after a establishing a one-time connection via our API.
Frequently asked questions
Have questions? We're here to help.
Do I need programming experience to use Ensemble?
Do I have to deposit money with Ensemble?
Do I have to purchase data? Are you planning on adding more?
How does Ensemble make money?
Join our Beta Today:
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.