Giter VIP home page Giter VIP logo

datascience_capping's Introduction

Data Science capping

This repository started with the goal of documenting the progress of the Financial WebApp we are developing to fulfill the requirements of Data Science Bachelor of Arts. All work is unique

https://share.streamlit.io/bonorinoa/datascience_capping/main/WebApp/ai_investment_tool.py

FinML

After observing promising results this repository has since become the place where the app lives. We intend to continue developing with the goal of offering a high quality product that could empower retail investors.

Latest version:

  • 6.0

Fixes coming up in next version (7.0):

  • Web development moved away from Streamlit to proper tools. JAvascript is intended to be used, which will allow us to build more complicated models with Tensorflow.js
  • The use of Twint API will be deprecated due to its unreliability. Twitter's official API v2.0 will be considered.
  • Sentiment Analysis with roBERTa fine-tuned for analyzing tweets -> cardiffnlp/twitter-roberta-base-sentiment
  • XGBoost and fine-tuned RNN will be added to the available Machine Learning models.
  • A more comprehensive walk through the app. This has two goals: enhance FinML to serve as an educational platform, and minimize the probability of the user passing the wrong input.
  • Smarter formatters. For instance, the current version only supports the exact ticker of the company in capital letters. We will add flexibility by accounting for grammatical errors and misformatted input.

App Design/Description

datascience_capping's People

Contributors

bonorinoa avatar ethan324 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.