ryanorsinger

Age,Attrition,BusinessTravel,DailyRate,Department,DistanceFromHome,Education,EducationField,EmployeeCount,EmployeeNumber,EnvironmentSatisfaction,Gender,HourlyRate,JobInvolvement,JobLevel,JobRole,JobSatisfaction,MaritalStatus,MonthlyIncome,MonthlyRate,NumCompaniesWorked,Over18,OverTime,PercentSalaryHike,PerformanceRating,RelationshipSatisfaction,StandardHours,StockOptionLevel,TotalWorkingYears,TrainingTimesLastYear,WorkLifeBalance,YearsAtCompany,YearsInCurrentRole,YearsSinceLastPromotion,YearsWithCurrManager
41,Yes,Travel_Rarely,1102,Sales,1,2,Life Sciences,1,1,2,Female,94,3,2,Sales Executive,4,Single,5993,19479,8,Y,Yes,11,3,1,80,0,8,0,1,6,4,0,5
49,No,Travel_Frequently,279,Research & Development,8,1,Life Sciences,1,2,3,Male,61,2,2,Research Scientist,2,Married,5130,24907,1,Y,No,23,4,4,80,1,10,3,3,10,7,1,7
37,Yes,Travel_Rarely,1373,Research & Development,2,2,Other,1,4,4,Male,92,2,1,Laboratory Technician,3,Single,2090,2396,6,Y,Yes,15,3,2,80,0,7,3,3,0,0,0,0
33,No,Travel_Frequently,1392,Research & Development,3,4,L

ryanorsinger

[
  {
      "quote": "We don't make mistakes, just happy little accidents.",
      "author": "Bob Ross"
  },
  {
      "quote": "Talent is a pursued interest. In other words, anything you are willing to practice, you can do.",
      "author": "Bob Ross"
  },
  {

ryanorsinger

What is Jointprob?

Jointprob is a probabilistic modelling and Bayesian statistics study group.

https://scicloj.github.io/docs/community/groups/jointprob/

Why is Scicloj organizing this Group

Scicloj is an open-source group working on a stack of tools and libraries for data science using the Clojure programming language.

A few of us care a lot about the probabilistic/Bayesian paradigm and find it a promising approach in general

ryanorsinger

Goal: Install rstan, cmdstan, and rethinking in order to work through Rethinking Statistics.

Computing Environment

• MacOS Monterrey running on M1 chip
• MacOS Big Sur running on an Intel chip
• Existing dependencies:
  • Installed XCode command line tools with xcode-select --install.
  • I installed R, RStudio, and could install and run other R packages.

Problem:

ryanorsinger

copy of https://github.com/microsoft/AcademicContent/blob/main/curricula.md

Curricula

Here you will find curated, semester-long experiences for students and educators who would like to use this MIT-licensed content in their classrooms.

Title	Description
Web Development for Beginners, 24 lessons	A curriculum with 24 lessons, assignments and five projects to build. Covers HTML, CSS and JavaScript. Also includes Pre- and Post- Quizzes. Made with teachers in mind, or as self paced learning
Machine Learning for Beginners, 25 lessons	A curriculum with 25 lessons with assignments covering classic Machine Learning primarily using Scikit-learn. Covers Regression, Classification, Clustering, NLP, Time Series Forecasting, and Reinforcement Learning, with two Applied ML lessons. Also inclu

ryanorsinger

ryanorsinger

# Consider the following

# This global variable is defined outside the scope of all functions
global_variable = 1

# The parameter is the "input variable". Calling the function "sends in" a value, assigning it to parameter_variable
# The scope of the parameter variable is only inside of a function
def add_one(parameter_variable):
    return global_variable + 1
  

ryanorsinger

ryanorsinger

I ran defaults -currentHost write -g AppleFontSmoothing -int 0 from the terminal and I've noticed that the display of my typing speed is now appropriate instead of feeling like the computer is borked.

ryanorsinger

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 scipy import stats

def train_validate_test_split(df, target, seed=123):
    '''
    This function takes in a dataframe, the name of the target variable