Free 10-Day Data Engineer Crash Course 👉 https://lukeb.co/de-crash-course
Data Engineer Course Bundle (470+ interview problems, certificates, & more) 👉 https://lukeb.co/data-engineer-bundle

𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗕𝗼𝗼𝘁𝗰𝗮𝗺𝗽
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0: 00: 00 Bootcamp Intro
0: 11: 01 Fundamentals: Intro
0: 13: 24 Fundamentals: Stages – DE Lifecycle
0: 35: 16 Fundamentals: Undercurrents – DE Lifecycle
0: 42: 42 Fundamentals: Top DE Skills to Focus

𝗦𝗤𝗟 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴
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0: 47: 22 SQL Intro
1: 06: 01 Ch 1 – Setup & Basics
1: 39: 28 Ch 1 – Operators & Functions
2: 42: 23 Ch 1 – Terminal Intro
3: 15: 54 Ch 1 – Local DuckDB Intro
3: 53: 46 Ch 1 – VS Code Intro
4: 16: 18 Ch 1 – Data Modeling & JOINs
5: 18: 13 Project #1 – Exploratory Data Analysis
6: 57: 49 Ch 2 – Data Types
7: 14: 39 Ch 2 – DDL & DML
8: 17: 50 Ch 2 – Subqueries & CTEs
9: 32: 17 Ch 2 – Data Modeling Pt.2
10: 16: 15 Ch 2 – Functions (Date, Text, & NULL)
11: 13: 38 Ch 2 – Window Functions
11: 47: 26 Ch 2 – Nested Functions
13: 19: 58 Project #2 – Data Warehouse & ETL Pipeline

𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀
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15: 32: 34 ChatGPT Tutorial

𝗣𝘆𝘁𝗵𝗼𝗻 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀
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16: 10: 14 Python Intro
16: 18: 56 Ch 1 – Getting Started
16: 48: 20 Ch 1 – Data Types
17: 44: 38 Ch 1 – Lists, Dictionaries, Sets, Tuples
18: 31: 20 Ch 1 – Loops, List Comprehensions
19: 02: 26 Ch 1 – Functions, Library, Classes
20: 20: 58 Ch 1 – NumPy: Intro
20: 33: 10 Ch 1 – Pandas: Intro
21: 27: 33 Ch 1 – Matplotlib: Intro
22: 01: 10 Ch 2 – Python Local Install (Anaconda)
22: 37: 29 Ch 2 – Pandas: Advanced
24: 27: 35 Ch 2 – Matplotlib: Format Charts
25: 41: 53 Ch 2 – Seaborn: Intro
25: 55: 54 Project #3 – Job & Skill Pipeline Analysis

₋₋₋₋₋₋₋₋₋₋₋₋₋₋₋₋₋₋₋₋₋
𝗟𝗶𝗻𝗸𝘀 & 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀
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𝗦𝗤𝗟 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴
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📁 FREE Course Files & Project 👉 https://lukeb.co/sql-de-github
🏆 Supporter Access: Problems, Certificate, & More 👉 https://lukeb.co/sql-de

Attach the data_jobs database using ONE of the following:
— us-east-1 or eu-central-1 region
ATTACH ‘md:_share/data_jobs/87603155-cdc7-4c80-85ad-3a6b0d760d93’ AS data_jobs;
— us-west-2 region
ATTACH ‘md:_share/data_jobs/a94f9b8a-2b8a-473f-bb86-de09552f052d’ AS data_jobs;
— eu-west-1 region
ATTACH ‘md:_share/data_jobs/058ad1f4-939b-4998-95e1-0df8f8644f3c’ AS data_jobs;

⚠️ MotherDuck free trial expired?
No worries — just go to Settings → Plans in the UI and select the Lite plan (still 100% free, no credit card needed)

My Job Market Analytics App 👉 https://datanerd.tech
Project #1 👉 https://lukeb.co/sql-de-project1
Project #2 👉 https://lukeb.co/sql-de-project2
MotherDuck Signup 👉 https://lukeb.co/motherduck
DuckDB Install 👉 https://lukeb.co/duckdb

𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀
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Data Jobs File 👉🏼 https://lukeb.co/jobs_file

𝗣𝘆𝘁𝗵𝗼𝗻 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀
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📁 FREE Course Files & Project 👉 https://lukeb.co/python_repo
🏆 Supporter Access: Problems, Certificate, & More 👉 https://lukeb.co/python

1️⃣ Basics Links
– Dataset (Hugging Face) – https://huggingface.co/datasets/lukebarousse/data_jobs
– Python Docs – https://docs.python.org
– Matplotlib Docs – http://matplotlib.org/
– Matplotlib CheatSheet – https://matplotlib.org/cheatsheets/

2️⃣ Advanced Links
– VS Code Install – https://code.visualstudio.com/download
– Anaconda Install – https://anaconda.com/download/success
– Anaconda Docs – https://docs.conda.io
– Software Jobs CSV – https://lukeb.co/software_csv
– Joins Explained (SQL for Data Analytics) – https://lukeb.co/sql_joins
– Pandas Cheat Sheet – https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf
– Seaborn Docs – https://seaborn.pydata.org/

3️⃣ Project Links
– Git Download – https://git-scm.com/downloads
– GitHub Signup – http://github.com/signup
– Markdown CheatSheet – https://www.markdownguide.org/cheat-sheet/

𝗠𝘆 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗡𝗲𝗿𝗱𝘀
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💽 SQL for Data Analytics 👉🏼 https://youtu.be/7mz73uXD9DA
🛠️ SQL for Data Engineering 👉🏼 https://youtu.be/UjhFbq4uU2Y
❎ Excel for Data Analytics 👉🏼 https://youtu.be/pCJ15nGFgVg
📊 Power BI for Data Analytics 👉🏼 https://youtu.be/FwjaHCVNBWA
🐍 Python for Data Analytics 👉🏼 https://youtu.be/wUSDVGivd-8
⚛️ ChatGPT for Data Analytics 👉🏼 https://youtu.be/uhyMqbZI6rM
🙌 Course Bundles 👉🏼 https://lukeb.co/courses

𝗦𝗼𝗰𝗶𝗮𝗹 𝗠𝗲𝗱𝗶𝗮
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📫 Newsletter: https://lukebarousse.com/crash-courses
👨🏼‍💼 LinkedIn: https://www.linkedin.com/in/luke-b/
👾 GitHub: https://github.com/lukebarousse
🅧 X/Twitter: https://twitter.com/LukeBarousse
🌄 Instagram: https://www.instagram.com/lukebarousse/
⏰ TikTok: https://www.tiktok.com/@lukebarousse

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