resources
A bunch of collated useful resources.
https://github.com/DataKind-BLR/resources
Last synced: 5 days ago
JSON representation
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Books
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Mathematics
- Knapsack Problems - Algorithms and Computer Implementations by Silvano Martello and Paolo Toth
- Mathematical Logic - an Introduction
- Non-Uniform Random Variate Generation by Luc Devroye
- Power Programming with Mathematica by David B. Wagner
- Collaborative Statistics
- Forecasting: Principles and Practice by Rob J Hyndman and George Athanasopoulos
- Hyperstat
- OpenIntro Statistics
- Probability and Statistics Cookbook
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Cheatsheets
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Databases
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Languages
- Basic Functions
- Statistics & Machine Learning
- Importing Data
- bokeh (data visualization)
- Python Basics
- Python Snippets
- keras
- matplotlib (Plotting)
- numpy (Data Analysis)
- pandas (Data Wrangling)
- pySpark (Spark DataFrames / SQL Basics)
- pySpark (RDD Basics)
- scikit-learn (Machine Learning)
- scipy (Linear Algebra)
- seaborn (statistical data visualization)
- Basic R
- Data Management
- Data Mining
- Functions for Regression Analysis
- Functions for Time Series Analysis
- Graph Sizing
- Importing Data
- Keras
- R Markdown
- RStudio IDE
- Syntax Comparison
- caret (Modeling and Machine Learning)
- data.table
- devtools (Package Development)
- dplyr (Data Transformation)
- eurostat (eurostat Database)
- ggplot2 (Data Visualization)
- h2o (Big Data and Parallel Processing)
- leaflet (Interactive Maps)
- mlr
- mosaic
- quanteda (Quantitative Analysis of Textual Data)
- randomizr (Random Assignment and Sampling)
- shiny
- sparlyr
- survminer (Survival Plots)
- testthat
- lubridate (Dates and Times)
- purrr (Apply Functions)
- stringr (String)
- Summary
- xplain (Statistical functions for XML data)
- xts (Time Series)
- Basic Functions
- LaTeX
- mosaic
- Data Wrangling
- Regular Expressions and Pattern Matching Basics
- cartograpy (Thematic Maps with Spatial Objects)
- stringr (String)
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Math
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Misc
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Competitions
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Open Data Portals
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Courses
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Datasets
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APIs
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Data Lists
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Data Repositories
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Open Data Portals
- Australia
- Berlin, Germany
- Canada
- India
- Mexico
- New South Wales
- Swiss
- Datahub
- Data Portals (A Comprehensive List of Open Data Portals from Around the World)
- Knoema
- Socrata
- World Bank
- UN
- India
- Quandl (Financial Data)
- United Kingdom
- European Data Portal
- Swiss
- Data Portals (A Comprehensive List of Open Data Portals from Around the World)
- Socrata
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Podcasts
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Data Science
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Data Visualization
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Frameworks
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Machine Learning
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Python Programming
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R Programming
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Statistics
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Start From Here
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Tools
Programming Languages
Categories
Sub Categories
Keywords
jupyter-notebook
2
aaron-swartz
1
awesome-public-datasets
1
datasets
1
opendata
1
bayesian-methods
1
data-science
1
mathematical-analysis
1
pymc
1
statistics
1
matplotlib
1
numpy
1
pandas
1
python
1
scikit-learn
1
colaboratory
1
jupyterlab-extension
1
machine-learning
1
ml-fairness
1
tensorboard
1
visualization
1
contribute
1
educational
1
learning
1
open-source
1
pull-request
1