[PYTHON] Can I be a data scientist?

I'm going to start with a bad sentence that doubles as a self-introduction.

There is an AI (artificial intelligence) boom in the world. A long time ago, AI used to refer to Action Items, but now it's time to say, "It's confusing to write AI, so write action items."

Now that the third artificial intelligence boom is happening, various people are getting sick, saying, "Our company must also work on AI." Speaking of myself, while somehow recognizing the importance of data analysis, I was picking up on conspicuous Web pages, and although I somehow understood the outline, systematically studying and developing skills is age-related. I have avoided it because of things and work.

However, the more I look at information on various websites and books, the more I realize how important data is. A long time ago, I was told that I could use a personal computer, but I felt something similar to what I felt at that time, that this (computer) would come in the future. This is the only way to ride, in this big wave! So, I'm so late that I don't know how many laps I'm late, but I'll write about the progress of my studies as a data scientist.

Writer's specifications and experience

Definition of data scientist

Each person may have their own thoughts, but the Data Scientist Association is a Press Release on December 10, 2014. In .or.jp/files/news/2014-12-10.pdf), the data scientist was defined as follows.

"A data scientist is a professional who creates value from data based on data science and data engineering capabilities and answers business issues."

In other words, it is not enough to have advanced skills to analyze data, but it is not enough to accurately grasp client issues from a business perspective, define data that matches the issues, and solve problems based on advanced analysis. I understood that it is necessary to take an approach.

定義

I will write in the future

The goal is to output what I have learned in raising myself to the point where I can be called a data scientist.

Machine learning

I want to cover the so-called G test level knowledge

coding

Let's use Python to work on kaggle and summarize how to use the library.

Honestly, if Nikkei XTECH issues a article like this, I really don't have to write anything else. However, I'm thinking of writing it for my own learning. Nice to meet you.

Recommended Posts

Can I be a data scientist?
I made a data extension class for tensorflow> = 2.0 because ImageDataGenerator can no longer be used.
I made a shuffle that can be reset (reverted) with Python
How can I write a good program?
I created a template for a Python project that can be used universally
I made a simple timer that can be started from the terminal
I'm a beginner, can I borrow my wisdom?
I want to create a priority queue that can be updated in Python (2.7)
Format DataFrame data with Pytorch into a form that can be trained with NN
I made a familiar function that can be used in statistics with Python
〇✕ I made a game
I want to give a group_id to a pandas data frame
Features that can be extracted from time series data
I tried to make a memo app that can be pomodoro, but a reflection record
I got a sqlite3.OperationalError
I tried collecting data from a website with Scrapy
I tried reading data from a file using Node.js.
I made a repeating text data generation tool "rpttxt"
I made a module that can be glitched easily, but I can't pass arguments from entry_points
[Atcoder] [C ++] I made a test automation tool that can be used during the contest
Convert mesh data exported from SpriteUV2 to a format that can be imported by Spine
I want to be able to analyze data with Python (Part 3)
Why can Linux commands be executed without writing a PATH?
I want to be able to analyze data with Python (Part 1)
NumPy zeros can be defined even with a size of 0
I want to be able to analyze data with Python (Part 4)
I want to be able to analyze data with Python (Part 2)
Implement a thread that can be paused by exploiting yield
I investigated the pretreatment that can be done with PyCaret
I made a plug-in that can "Daruma-san fell" with Minecraft
Let's make a diagram that can be clicked with IPython
[Python] Draw elevation data on a sphere with Plotly and draw a globe that can be rotated round and round
I made it because I want JSON data that can be used freely in demos and prototypes
I want a mox generator (2)
Maybe it can be recursed
Create a dummy data file
I made a python text
I made a discord bot
[Python R pyper] Can I use pyper.R inside a function? Solution
What skills should I study as a data analyst from inexperienced?
[Python] Make a graph that can be moved around with Plotly
If you want to become a data scientist, start with Kaggle
[Python] I made my own library that can be imported dynamically
I made a package that can compare morphological analyzers with Python
GraalVM's memory usage can be very low. What a 1/16 of Java!
Make a Spinbox that can be displayed in Binary with Tkinter
I tried running platypus which can solve a little optimization problem-Part 2
A timer (ticker) that can be used in the field (can be used anywhere)
I made a LINE stamp where you can study Linux commands
Make a currency chart that can be moved around with Plotly (2)
I made a subtitle file (SRT) from JSON data of AmiVoice
Make a Spinbox that can be displayed in HEX with Tkinter
Create a custom field where enum can be specified in choices
Make a currency chart that can be moved around with Plotly (1)
[python] I made a class that can write a file tree quickly
I wrote a tri-tree that can be used for high-speed dictionary implementation in D language and Python.