My Development Workflow for Data & AI Projects

Dave Ebbelaar · Intermediate ·🚀 Entrepreneurship & Startups ·2y ago
Want to get started with freelancing? Let me help: https://www.datalumina.com/data-freelancer Need help with a project? Work with me: https://www.datalumina.com/solutions 🔗 Start with ClickUp here https://try.web.clickup.com/bsdpdiuxiska 🔗 Link to the document covered in this video https://doc.clickup.com/9015213037/p/h/8cnjezd-10395/b6df6749c999c36 ⏱️ Timestamps 00:00 System Overview 08:26 Folder Templates 12:24 VS Code Setup 28:56 ClickUp Workflow 48:03 Documentation 53:38 New Project SOP 55:29 Action Items 👋🏻 About Me Hey there! I'm Dave, an AI Engineer and the founder of Datalumina…
Watch on YouTube ↗ (saves to browser)

Chapters (7)

System Overview
8:26 Folder Templates
12:24 VS Code Setup
28:56 ClickUp Workflow
48:03 Documentation
53:38 New Project SOP
55:29 Action Items

Playlist

Uploads from Dave Ebbelaar · Dave Ebbelaar · 60 of 60

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1 How to Install Homebrew on Mac (Getting Started)
How to Install Homebrew on Mac (Getting Started)
Dave Ebbelaar
2 How to Install Python on Mac (Homebrew)
How to Install Python on Mac (Homebrew)
Dave Ebbelaar
3 How to Install Anaconda on Mac (Getting Started)
How to Install Anaconda on Mac (Getting Started)
Dave Ebbelaar
4 How to Set up VS Code for Data Science & AI
How to Set up VS Code for Data Science & AI
Dave Ebbelaar
5 How to Use Git in VS Code for Data Science
How to Use Git in VS Code for Data Science
Dave Ebbelaar
6 Data Science Desk Setup to Maximize Productivity
Data Science Desk Setup to Maximize Productivity
Dave Ebbelaar
7 THIS Is How I Write Clean Data Science Code EVERY TIME
THIS Is How I Write Clean Data Science Code EVERY TIME
Dave Ebbelaar
8 Data Science Tutorial - Project Structure
Data Science Tutorial - Project Structure
Dave Ebbelaar
9 Changing rcParams for Better Data Science Plots | Matplotlib Tutorial
Changing rcParams for Better Data Science Plots | Matplotlib Tutorial
Dave Ebbelaar
10 How to Read Excel Files with Python (Pandas Tutorial)
How to Read Excel Files with Python (Pandas Tutorial)
Dave Ebbelaar
11 My Data Science Journey (Zero to Freelance)
My Data Science Journey (Zero to Freelance)
Dave Ebbelaar
12 How I Automate Data Visualization in Python
How I Automate Data Visualization in Python
Dave Ebbelaar
13 16 Apps I Use Daily as a Data Scientist
16 Apps I Use Daily as a Data Scientist
Dave Ebbelaar
14 How to Manage Conda Environments for Data Science
How to Manage Conda Environments for Data Science
Dave Ebbelaar
15 How to Export Machine Learning Models in Python
How to Export Machine Learning Models in Python
Dave Ebbelaar
16 VS Code Speed Hack for Data Science
VS Code Speed Hack for Data Science
Dave Ebbelaar
17 17 VS Code Tips That Will Change Your Data Science Workflow
17 VS Code Tips That Will Change Your Data Science Workflow
Dave Ebbelaar
18 How to Predict the Future with Python (Forecasting Tutorial)
How to Predict the Future with Python (Forecasting Tutorial)
Dave Ebbelaar
19 How to Use Python Environment Variables
How to Use Python Environment Variables
Dave Ebbelaar
20 7 Data Science Tips for Beginners in 2023
7 Data Science Tips for Beginners in 2023
Dave Ebbelaar
21 How to Effectively Use the Data Science Lifecycle
How to Effectively Use the Data Science Lifecycle
Dave Ebbelaar
22 Full Machine Learning Project — Coding a Fitness Tracker with Python (Part 1)
Full Machine Learning Project — Coding a Fitness Tracker with Python (Part 1)
Dave Ebbelaar
23 Full Machine Learning Project — Processing Raw Data (Part 2)
Full Machine Learning Project — Processing Raw Data (Part 2)
Dave Ebbelaar
24 Full Machine Learning Project — Data Visualization with Matplotlib (Part 3)
Full Machine Learning Project — Data Visualization with Matplotlib (Part 3)
Dave Ebbelaar
25 This Will Change Data Science as We Know It (ChatGPT)
This Will Change Data Science as We Know It (ChatGPT)
Dave Ebbelaar
26 Full Machine Learning Project — Detecting Outliers in Sensor Data (Part 4)
Full Machine Learning Project — Detecting Outliers in Sensor Data (Part 4)
Dave Ebbelaar
27 Full Machine Learning Project — Low-pass Filter & Principal Component Analysis (Part 5a)
Full Machine Learning Project — Low-pass Filter & Principal Component Analysis (Part 5a)
Dave Ebbelaar
28 Full Machine Learning Project — Fourier Transformation & Clustering (Part 5b)
Full Machine Learning Project — Fourier Transformation & Clustering (Part 5b)
Dave Ebbelaar
29 Full Machine Learning Project — Predictive Modelling (Part 6)
Full Machine Learning Project — Predictive Modelling (Part 6)
Dave Ebbelaar
30 Automate Machine Learning with ChatGPT
Automate Machine Learning with ChatGPT
Dave Ebbelaar
31 Scraping Web Datasets for Data Science Projects
Scraping Web Datasets for Data Science Projects
Dave Ebbelaar
32 Full Machine Learning Project — Counting Repetitions (Part 7)
Full Machine Learning Project — Counting Repetitions (Part 7)
Dave Ebbelaar
33 How to Use GitHub Copilot for Data Science (Python + VS Code)
How to Use GitHub Copilot for Data Science (Python + VS Code)
Dave Ebbelaar
34 Every Beginner Data Scientist Should Understand This
Every Beginner Data Scientist Should Understand This
Dave Ebbelaar
35 Revealing My New AI-Powered Data Science Workflow
Revealing My New AI-Powered Data Science Workflow
Dave Ebbelaar
36 Auto-GPT Tutorial - Create Your Personal AI Assistant 🦾
Auto-GPT Tutorial - Create Your Personal AI Assistant 🦾
Dave Ebbelaar
37 Build Your Own Auto-GPT Apps with LangChain (Python Tutorial)
Build Your Own Auto-GPT Apps with LangChain (Python Tutorial)
Dave Ebbelaar
38 Building Slack AI Assistants with Python & LangChain
Building Slack AI Assistants with Python & LangChain
Dave Ebbelaar
39 ChatGPT Code Interpreter - Goodbye Data Analysts?
ChatGPT Code Interpreter - Goodbye Data Analysts?
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40 How to Deploy AI Apps to the Cloud with Flask & Azure
How to Deploy AI Apps to the Cloud with Flask & Azure
Dave Ebbelaar
41 How to Build an AI Document Chatbot in 10 Minutes
How to Build an AI Document Chatbot in 10 Minutes
Dave Ebbelaar
42 Is Falcon LLM the OpenAI Alternative? An Experimental Setup with LangChain
Is Falcon LLM the OpenAI Alternative? An Experimental Setup with LangChain
Dave Ebbelaar
43 GPT Engineer... Generate an entire codebase with one prompt
GPT Engineer... Generate an entire codebase with one prompt
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44 Pandas DataFrame Agent... the future of data analysis?
Pandas DataFrame Agent... the future of data analysis?
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45 OpenAI Function Calling - Full Beginner Tutorial
OpenAI Function Calling - Full Beginner Tutorial
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46 How to use ChatGPT's new “Code Interpreter” feature
How to use ChatGPT's new “Code Interpreter” feature
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47 LangChain just launched their new "LangSmith" platform
LangChain just launched their new "LangSmith" platform
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48 How I'd Learn AI (if I could start over)
How I'd Learn AI (if I could start over)
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49 I Used AI To Scrape The Web & Write PDF Reports
I Used AI To Scrape The Web & Write PDF Reports
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50 LangSmith Tutorial - LLM Evaluation for Beginners
LangSmith Tutorial - LLM Evaluation for Beginners
Dave Ebbelaar
51 7 Lessons for New AI Engineers - Beginner’s Guide
7 Lessons for New AI Engineers - Beginner’s Guide
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52 The Rise of the "New-Age" Machine Learning Engineer
The Rise of the "New-Age" Machine Learning Engineer
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53 OpenAI Assistants Tutorial for Beginners
OpenAI Assistants Tutorial for Beginners
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54 How To Connect OpenAI To WhatsApp (Python Tutorial)
How To Connect OpenAI To WhatsApp (Python Tutorial)
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55 How to Build Chatbot Interfaces with Python
How to Build Chatbot Interfaces with Python
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56 PostgreSQL as VectorDB - Beginner Tutorial
PostgreSQL as VectorDB - Beginner Tutorial
Dave Ebbelaar
57 My MacBook Setup (as a coder & business owner)
My MacBook Setup (as a coder & business owner)
Dave Ebbelaar
58 Easiest Way to Connect AI Chatbots to WhatsApp
Easiest Way to Connect AI Chatbots to WhatsApp
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59 ClickUp Tutorial - What Is ClickUp Brain? 🧠
ClickUp Tutorial - What Is ClickUp Brain? 🧠
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My Development Workflow for Data & AI Projects
My Development Workflow for Data & AI Projects
Dave Ebbelaar
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