stephlocke

Azure for data scientists

A list of useful labs to help data scientists get used to oeprating an Azure environment generally, and building Machine Learning and AI solutions specifically.

Labs

• Introduction to Azure
• Introduction to GitHub
  • GitHub basics
  • Actions w/ python FastAPI
• Codespaces w/ tidymodels

stephlocke

Source control

Source control concepts

Source control is a system for tracking changes to files over time.

What's the point?

• No version hell

stephlocke

library(rtweet) #' uses v0.7.0.9012 or higher
library(tidyverse)

## authenticate via web browser
auth_setup_default()
## people i follow
follow <- get_friends("theStephLocke")
## their user data
follow_deets <- lookup_users(follow$to_id)

stephlocke

name: Generate Word docs
on: push

jobs:
  convert_via_pandoc:
    runs-on: ubuntu-20.04
    steps:
      - uses: actions/checkout@v2
      - name: convert md to docx
        uses: docker://pandoc/latex:2.9

stephlocke

let
    Source = Web.Page(Web.Contents("https://www.pass.org/Governance/Elections")),
    Data5 = Source{5}[Data],
    #"Changed Type" = Table.TransformColumnTypes(Data5,{{"", type text}, {"Joey D'Antoni", type number}, {"Lori Edwards", type number}, {"Roberto Fonseca", type number}, {"Matt Gordon", type number}, {"Stephanie Locke", type number}, {"Jose L. Rivera", type number}, {"Hamish Watson", type number}}),
    #"Renamed Columns" = Table.RenameColumns(#"Changed Type",{{"", "Area"}}),
    #"Unpivoted Other Columns" = Table.UnpivotOtherColumns(#"Renamed Columns", {"Area"}, "Attribute", "Value"),
    #"Renamed Columns1" = Table.RenameColumns(#"Unpivoted Other Columns",{{"Attribute", "Candidate"}})
in
    #"Renamed Columns1"

stephlocke

# Generate sample distributions
n = 1e2
t = 3e6
min_r = t/1000
max_r = t/50

c = 0
r = vector(mode="numeric")

for(x in 1:n){

stephlocke

yo

stephlocke

---
title: "First dash"
output: 
  flexdashboard::flex_dashboard:
    orientation: columns
    vertical_layout: fill
runtime: shiny
---

```{r setup, include=FALSE}

stephlocke

{
    "name": "QnA Maker FAQ",
    "qnaList": [
      {
        "id": 0,
        "answer": "You can change the default message if you use QnAMakerDialog. See this for details https://docs.botframework.com/en-us/azure-bot-service/template",
        "source": "Custom Editorial",
        "questions": [
          "How can I change the default message from QnA Maker?"
        ],

stephlocke

library(hexSticker)
library(datasauRus)
library(ggplot2)
library(dplyr)
library(svglite)

p <- ggplot(aes(x, y), data = datasaurus_dozen) +
  geom_point(colour = "khaki",
             alpha = .1,
             size = 1) +