데이터분석과정-안내

[임정원]

ai데이터 셋

https://www.robots.ox.ac.uk/~vgg/data/

Visual Geometry Group - University of Oxford

https://www.tensorflow.org/tutorials/images/segmentation

이미지 분할  |  TensorFlow Core

NanumGothic-Bold.ttf

3.82MB

나눔고딕

go.ttf

3.90MB

https://docs.oracle.com/javase/8/docs/api/

Java Platform SE 8

# 주요 라이브러리 import

import warnings

warnings.filterwarnings(action='ignore')

import time

from IPython.display import Image

import pandas as pd

import numpy as np

import matplotlib.pyplot as plt

import seaborn as sns

from sklearn.model_selection import train_test_split

from sklearn.model_selection import GridSearchCV

from sklearn.model_selection import cross_val_score

from sklearn.metrics import *

from sklearn.metrics import roc_curve, roc_auc_score

from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score

from sklearn import datasets

from sklearn.linear_model import LinearRegression

from sklearn.linear_model import Ridge, Lasso, ElasticNet

from matplotlib import rc, font_manager

import matplotlib.font_manager as fm

from sklearn.preprocessing import StandardScaler

from sklearn.preprocessing import MinMaxScaler

from sklearn.preprocessing import LabelEncoder

------window------------------------

import matplotlib as mpl

import matplotlib.pyplot as plt

import matplotlib.font_manager as fm # 폰트 관련 용도

%config InlineBackend.figure_format = 'retina'

fontpath = 'C:/ProgramData/Anaconda3/Lib/site-packages/pytagcloud/fonts/NanumGothic.ttf'

font_name = fm.FontProperties(fname=fontpath, size=9).get_name()

plt.rc('font', family=font_name)

------mac------------------------

import matplotlib as mpl

import matplotlib.pyplot as plt

import matplotlib.font_manager as fm # 폰트 관련 용도

%config InlineBackend.figure_format = 'retina'

# 디렉토리 및 파일 이름에 맞추어 변경

#font_location = '/Library/Fonts/Arial Unicode.ttf'#윈도우안에있는 폰트파일주소.

# font_location = './NanumGothic.ttf'

# font_name = fm.FontProperties(fname=font_location).get_name()

# rc('font', family=font_name)

------colab------------------------

import matplotlib as mpl

import matplotlib.pyplot as plt

import matplotlib.font_manager as fm # 폰트 관련 용도

%config InlineBackend.figure_format = 'retina'

#!apt -qq -y install fonts-nanum

# 여기까지하고 런타임 다시 시작!!-----> 이 셀부터 설치빼고 다시 실행

# import matplotlib.font_manager as fm

# fontpath = '/usr/share/fonts/truetype/nanum/NanumBarunGothic.ttf'

# font_name = fm.FontProperties(fname=fontpath, size=9).get_name()

# plt.rc('font', family=font_name)

# print(font_name)

# fm._rebuild()

# plt.title('안녕!')

colab에 한글처리, konlpy, wordcloud설치

https://github.com/aliciawill/BigData/blob/master/konlpy_colab_konlpy%2Bwordcloud_ipynb%EC%9D%98_%EC%82%AC%EB%B3%B8.ipynb

GitHub - aliciawill/BigData

PANDAS pyplot

https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.area.html

pandas.DataFrame.plot.area — pandas 1.4.1 documentation

맥 한글 설정

-------------------------

import matplotlib.pyplot as plt

#이거 임포트 해줘야 차트에서 오류안남. 한글파일때문에 오류나는거.
from matplotlib import rc, font_manager
import matplotlib.font_manager as fm


# 디렉토리 및 파일 이름에 맞추어 변경
font_location = '/Library/Fonts/Arial Unicode.ttf'#윈도우안에있는 폰트파일주소.
# font_location = './NanumGothic.ttf'
font_name = fm.FontProperties(fname=font_location).get_name()
rc('font', family=font_name)

온라인 PANDAS 참고 사이트

https://wikidocs.net/book/7188

[Python 완전정복 시리즈] 2편 : Pandas DataFrame 완전정복

온라인 python 참고 사이트

http://pythonstudy.xyz/Python/Basics

예제로 배우는 파이썬 프로그래밍 - Python 소개

데이터 분석 부분 - git 주소

https://github.com/aliciawill/python-data/tree/master.

GitHub - aliciawill/python-data

https://us02web.zoom.us/j/3193320197?pwd=RkkzdzB5OVFOVG10N28vdEZLQWhIQT09 

Join our Cloud HD Video Meeting

https://docs.google.com/presentation/d/1fEmj9Fo2rw9KluuBEkPuqUzlZeKgF_50J6ix8icFh5k/edit?usp=sharing 

파이썬-램구조-클래스-스레드-네트워크

수업 git주소

https://github.com/aliciawill/hi-data

GitHub - aliciawill/hi-data

jsp_project.zip

810.78KB

데이터분석 과정 안내

-------------------

https://docs.google.com/presentation/d/1NvolupHRK9yxiaBC8Hanb2UhhxR60q8Kc9UppQ7xPUk/edit?usp=sharing 

데이터분석과정소개20220103

프로젝트 샘플

------------

https://drive.google.com/file/d/1Eux3GbA5CD3a3t0S_Ou2EGVMr8ZwpOas/view?usp=sharing

김민년_Portfolio_(PDF).pdf

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https://docs.google.com/presentation/d/1QiRpkPJpV24PLVGmQWEA9khnWIARnpWe2iwJT9IcJDY/edit?usp=sharing 

1조_cafe_발표 (1)

https://drive.google.com/file/d/1IbNxjgFmAjAtLW4Sbi6elitIxb1UYnRV/view?usp=sharing

1조_SEOUL_CAFE.mp4

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https://docs.google.com/presentation/d/1S0wcDoYxCdEwI9wrgZZ2zm-mYx0E7cNq-tcZAofrBE8/edit?usp=sharing 

3조-오늘의 MBTI_개인추가

https://drive.google.com/file/d/1-gUReJAJXz1wbXAT-58-Jcqkn104hdXJ/view?usp=sharing 

todaymbti (1).mp4

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https://docs.google.com/presentation/d/1uVvYgJoMVpO8zqLX0f4PGla7dbSCKfH2qYSKIGknQRE/edit?usp=sharing 

2조 -직업추천_최종

https://drive.google.com/file/d/1xfM5LlHb8AsUGv2sPUQLAsQxVbbawyRY/view?usp=sharing 

2조_직업추천.mp4

자바 수업용 git-hub

https://github.com/aliciawill/hi-data

GitHub - aliciawill/hi-data