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Interpreting data wrangling and exploratory data


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Interpreting data wrangling and exploratory data
Data rarely comes in usable form. Data wrangling and exploratory data analysis are the difference between a good data science model and garbage in, garbage out
Credit: Dreamstime
Novice data scientists sometimes have the notion that all they need to do is to find the right model for their data and then fit it. Nothing could be farther from the actual practice of data science. In fact, data wrangling (also called data cleansing and data munging) and exploratory data analysis often consume 80 per cent of a data scientist’s time. ....

Republic Of , John Tukey , Princeton University , Bell Labs , Deep Feature Synthesis , Decision Tree , Random Forest , Backward Feature Elimination , Forward Feature Selection , Factor Analysis , குடியரசு ஆஃப் , ஜான் ச்யூகீ , ப்ரிந்ஸ்டந் பல்கலைக்கழகம் , மணி ஆய்வகங்கள் , ஆழமான அம்சம் தொகுப்பு , முடிவு மரம் , சீரற்ற காடு , பின்தங்கிய அம்சம் நீக்குதல் , முன்னோக்கி அம்சம் தேர்வு , காரணி பகுப்பாய்வு ,

Will Data Eat the World? Yes, With Some Help from Open Source


Will Data Eat the World? Yes, With Some Help from Open Source
Alfred Essa, VP, Analytics and R&D, McGraw-Hill Education
Alfred Essa, VP, Analytics and R&D, McGraw-Hill Education
“Six decades into the computer revolution, four decades since the invention of the microprocessor, and two decades into the rise of the modern Internet, all of the technology required to transform industries through software finally works and can be widely delivered at global scale.”
                                                                                           
– Mark Andreesen
In 2011 Marc Andreesen famously made the declaration that “software is eating the world.” Five years later software’s victory is complete. The world now runs on software and every competitive company, at its core, is a software company. ....

New Zealand , Marc Andreesen , Hadley Wickham , Fernando Perez , Alfred Essa , Mark Andreesen , Alan Turing , John Tukey , Jim Gray , R Fernando Perez , Rice University , Imagine Watson , Silicon Valley , Big Idea , Indeed Python , Project Jupyter , Open Source , Open Source Magicians , Open Source Technologies , Tcp Ip , புதியது ஜீலாந்து , மார்க் அன்றீஸ்ன் , ஹாட்லி விக்கம் , பெர்னாண்டோ பெரெஸ் , ஆல்ஃபிரட் கட்டுரை , குறி அன்றீஸ்ன் ,

Plotnine: Grammar of Graphics for Python • Blog • Data Science Workshops


“The simple graph has brought more information to the data analyst’s mind
than any other device.” John Tukey
This tutorial will teach you how to visualise your data using plotnine. Python has many packages for making graphs, but plotnine is one of the most elegant and most versatile. plotnine implements the
grammar of graphics, a coherent system for describing and building graphs. With plotnine, you can do more faster by learning one system and applying it in many places.
If you’d like to learn more about the theoretical underpinnings of plotnine before you start, I’d recommend reading The Layered Grammar of Graphics. ....

United Kingdom , Hassan Kibirige , Hadley Wickham , John Tukey , Garrett Grolemund , Us Environmental Protection Agency , Data Science , O Reilly Media , Layered Grammar , Protection Agency , British English , Truthful Art , Jupyter Notebook , ஒன்றுபட்டது கிஂக்டம் , ஹாட்லி விக்கம் , ஜான் ச்யூகீ , தகவல்கள் அறிவியல் , ஓ ரெய்லி மீடியா , அடுக்கு இலக்கணம் , பிரிட்டிஷ் ஆங்கிலம் ,

Quanta Magazine


Science seeks the basic laws of nature. Mathematics searches for new theorems to build upon the old. Engineering builds systems to solve human needs. The three disciplines are interdependent but distinct. Very rarely does one individual simultaneously make central contributions to all three — but Claude Shannon was a rare individual.
The Bit Player — and someone whose work and research philosophy have inspired my own career — Shannon is not exactly a household name. He never won a Nobel Prize, and he wasn’t a celebrity like Albert Einstein or Richard Feynman, either before or after his death in 2001. But more than 70 years ago, in a single groundbreaking paper, he laid the foundation for the entire communication infrastructure underlying the modern information age. ....

United States , Claude Shannon , John Tukey , Richard Feynman , Vannevar Bush , Massachusetts Institute Of Technology , University Of Michigan , Bit Player , Nobel Prize , Albert Einstein , Massachusetts Institute , Mathematical Theory , Fifth Symphony , ஒன்றுபட்டது மாநிலங்களில் , கிளாட் ஶ்யாநந் , ஜான் ச்யூகீ , ரிச்சர்ட் ஃபேந்மந் , மாசசூசெட்ஸ் நிறுவனம் ஆஃப் தொழில்நுட்பம் , பல்கலைக்கழகம் ஆஃப் மிச்சிகன் , பிட் ப்லேயர் , நோபல் ப்ரைஸ் , ஆல்பர்ட் ஐன்ஸ்டீன் , மாசசூசெட்ஸ் நிறுவனம் , கணித கோட்பாடு , ஐந்தாவது சிம்பொனி ,