Can we predict the probability of a startup reaching their target series A raise solely based on their online presence?
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
Can we predict the probability of a startup reaching their target series A raise solely based on their online presence?
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
First, we gather 1000+ company data relating to "Funding Amount" and "Funding Date" for each startup
First, we gather 1000+ company data relating to "Funding Amount" and "Funding Date" for each startup
First, we gather 1000+ company data relating to "Funding Amount" and "Funding Date" for each startup
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
Then, obtain relevant metrics such as twitter mentions, linkedin posts, follower count, pubmed articles, and google news
Then, obtain relevant metrics such as twitter mentions, linkedin posts, follower count, pubmed articles, and google news
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
Train a feed-forward deep neural network via a supervised learning
Train a feed-forward deep neural network via a supervised learning
Train a feed-forward deep neural network via a supervised learning
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
The Result
The Result
SHAP returns feature contributions to provide suggestions on which online metric to boost
SHAP returns feature contributions to provide suggestions on which online metric to boost
SHAP returns feature contributions to provide suggestions on which online metric to boost
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
Ambiguity persists within t-SNE of penultimate hidden layer
Ambiguity persists within t-SNE of penultimate hidden layer
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
CapitAI: Deep Learning Network - Forecasting probability of raising target amount
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Including additional features could increase seperation and as such improves predictions
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Including additional features could increase seperation and as such improves predictions
Try it out!
Try it out!
Try it out!
Note: It only works when I turn on my local server, sorry :/
Note: It only works when I turn on my local server, sorry :/
Computer Vision
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Navigational Assistance Device for the Blind
Computer Vision
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Navigational Assistance Device for the Blind
App Development
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Dating app featuring a one match limit
App Development
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Dating app featuring a one match limit
