adimyth

Setup

MacBook Air(macOS Catalina) & Ubuntu 20.04 connected on the same network locally.

Steps

• Install XRDP and enable

sudo apt install xrdp
sudo systemctl enable xrdp
sudo systemctl start xrdp

adimyth

def is_illegal(input):
    words = input.split(" ")
    for word in words:
        if word in "ENGLISH_WORDS":
            return "ILLEGAL"
        for char in word:
            if char in [" ", "\n", "\t"]:
                return "ILLEGAL"
    return None

adimyth

#
# This is the main Apache HTTP server configuration file.  It contains the
# configuration directives that give the server its instructions.
# See <URL:http://httpd.apache.org/docs/2.4/> for detailed information.
# In particular, see
# <URL:http://httpd.apache.org/docs/2.4/mod/directives.html>
# for a discussion of each configuration directive.
#
# Do NOT simply read the instructions in here without understanding
# what they do.  They're here only as hints or reminders.  If you are unsure

adimyth

#
# This is the main Apache HTTP server configuration file.  It contains the
# configuration directives that give the server its instructions.
# See <URL:http://httpd.apache.org/docs/2.4/> for detailed information.
# In particular, see
# <URL:http://httpd.apache.org/docs/2.4/mod/directives.html>
# for a discussion of each configuration directive.
#
# Do NOT simply read the instructions in here without understanding
# what they do.  They're here only as hints or reminders.  If you are unsure

adimyth

#
# This is the main Apache HTTP server configuration file.  It contains the
# configuration directives that give the server its instructions.
# See <URL:http://httpd.apache.org/docs/2.4/> for detailed information.
# In particular, see
# <URL:http://httpd.apache.org/docs/2.4/mod/directives.html>
# for a discussion of each configuration directive.
#
# Do NOT simply read the instructions in here without understanding
# what they do.  They're here only as hints or reminders.  If you are unsure

adimyth

sudo apt-get install -y libcurl4-gnutls-dev libjpeg-turbo8-dev libpng-dev
sudo apt-get install -y autoconf \
 re2c \
 bison \
 libsqlite3-dev \
 libpq-dev \
 libonig-dev \
 libfcgi-dev \
 libfcgi0ldbl \
 libjpeg-dev \

adimyth

from glob import glob

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from PIL import Image

import pytorch_lightning as pl
from pytorch_lightning.callbacks import ModelCheckpoint
from pytorch_lightning.callbacks.early_stopping import EarlyStopping

adimyth

import numpy as np
import pandas as pd
from sklearn.model_selection import StratifiedKFold

df = pd.read_csv(path_to_data)
n_bins = 1+np.log2(df.shape[0])	# Sturge's rule
df["bins"] = pd.cut(df.target, n_bins, labels=False)

n_folds = 5
skf = StratifiedKFold(n_splits=n_folds)

adimyth

Setup

Airtel Dongle

• https://opentechnics.com/how-to-get-airtel-4g-dongle-to-work-on-linux/

Arya Setup

1. Install Docker
   • https://www.cyberciti.biz/faq/install-use-setup-docker-on-rhel7-centos7-linux/
   • https://docs.docker.com/engine/install/centos/

adimyth

Links to resources for creating Data Science Reports at different stages of the lifecycle.

Data Analysis Report

• http://www.stat.cmu.edu/~brian/701/notes/paper-structure.pdf

Project Analysis Report

• Stanford University's 2014 students final Data Science project reports
• Kaggle Winning Solution Template - For technical audience only

Profling Tools