A data science service for smart business insight
Data science is becoming more and more important in different domains such as computer vision, e-commerce, healthcare, smart energy, business, social media, insurance, and research & development, to name a few.
Data science projects require multiple competences such as programming, statistical and analytical skills as well as project management and communication. Starting a project you would have different requirements and need to ask several questions:
A project can often be captured with the following flow-chart:
Data science projects require multiple competences such as programming, statistical and analytical skills as well as project management and communication. Starting a project you would have different requirements and need to ask several questions:
- Do you need small, large or big data, and do they exist or do they need to be collected?
- Are the data annotated?
- Is it anticipated that the data will be quickly growing in the nearby future?
- Are real-time analytics needed?
- To what degree should the analytics be automated?
A project can often be captured with the following flow-chart:
A few examples of services provided:
- Computer vision, e.g. image tagging.
- Sales volume forecasting using machine learning
- Deployment of dashboards
- Webscraping
- Natural language processing (NLP)
- Sentiment analysis
Data science toolbox
A list of tools used in previous projects. Of course, every project is unique with its specific needs, and new innovative tools appear rapidly. Please feel free to suggest your own tools.
Activity |
Tool |
Analytics |
Python Pandas, Numpy, Scipy, R, Matlab |
Machine learning |
Scikit-learn logistic regression, random forest, gradient boosting, ARIMA |
Deep learning |
Keras with backend TensorFlow, CNN and LSTM |
Big data, databases and ETL |
Spark, Dask, H2O, PostgreSQL |
Visualization |
Plotly, Matplotlib, Bokeh, GGplot, Seaborn |
Dashboards |
Python Dash, R Shiny, Klipfolio, Tableau, Grafana |
Cloud |
Amazon Webservices (AWS), Google Cloud Platform, Hidora |
OS & software platforms |
Linux, Docker, GitHub |
Communication |
Jupyter notebook, R Studio |
Make your dashboards come true
A dashboard demo, try it yourself at https://rrighart.pythonanywhere.com
t.
Images were taken from Unsplash and credits go to the following persons:
