[Feed] 2021.07.25

2021. 7. 25. 17:23madquer/Feed

 

https://towardsdatascience.com/from-prediction-to-action-how-to-learn-optimal-policies-from-data-part-1-1edbfdcb725d

 

From Prediction to Action — How to Learn Optimal Policies From Data (Part 1)

In data science work, we build models to make predictions. And using these predictions, we make decisions or take action.

towardsdatascience.com

From Prediction to Action - How to learn optimal policies from data

part 1. The problem definition

part 2. Create a dataset

part 3. Estimate the outcome of any policy

part 4. Find an optimal policy

 

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https://towardsdatascience.com/sentiment-engagement-analysis-from-your-slack-data-11f7ff995b62

 

Sentiment & Engagement Analysis from your Slack data

A sneak peek into your Slack space’s emotions

towardsdatascience.com

 

Slack API 를 사용해서 할 수 있다는 것만 추출

 

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https://towardsdatascience.com/studying-up-for-the-tokyo-2021-olympics-with-sql-719a0ae3779b

 

Studying up for the Tokyo 2021 Olympics with SQL

Querying a PostgreSQL Database with Python, displaying results with Pandas, and visualizing with Matplotlib

towardsdatascience.com

올림픽엔 큰 관심없지만, 데이터가 올라왔다는 정도. 이런것도 하구나 정도.

 

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https://towardsdatascience.com/pca-principal-component-analysis-how-to-get-superior-results-with-fewer-dimensions-7a70e8ab798c

 

PCA: Principal Component Analysis — How to Get Superior Results with Fewer Dimensions?

One of The Best Techniques for Dimensionality Reduction

towardsdatascience.com

Machine Learning interactive chart 가 매우 대단하다.

추가로 이러한 사이트를 발견

https://solclover.com/

 

Saul Dobilas – Medium

Read writing from Saul Dobilas on Medium. Data Science and Analytics Professional. Writing about Machine Learning and Data visualization. | Twitter: @solclover | www.linkedin.com/in/saulius-dobilas.

solclover.com

interactive chart 는 matplotlib.plotly 로 구성됨.

원본 링크 : https://solclover.com/

PCA : 각 후속 차원에서 최대 분산량을 캡쳐할 수 있는 방식으로 데이터를 변환

dimension 에 따라 커버링 되는 분산

PCA 에 대한 간략한 설명과 멋진 interactive chart 가 좋았어.

 

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https://towardsdatascience.com/develop-an-interactive-ui-for-a-microservice-using-streamlit-5f8ef59edadd

 

Develop an Interactive UI for a Microservice using Streamlit

Turn your python microservice to an interactive dashboard instantly

towardsdatascience.com

 

frontend prototype 까지도 파이썬으로 모두 가능하겠네

 

https://streamlit.io/

 

Streamlit • The fastest way to build and share data apps

Streamlit is an open-source app framework for Machine Learning and Data Science teams. Create beautiful data apps in hours, not weeks. All in pure Python. All for free.

streamlit.io

 

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