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Aspiring AI Engineers

Python 101 for AI Engineers

6 weeks
0 Learners
eulerfoldeulerfold
Jul 23

“The absolute basics of Python scripting required before touching PyTorch, LangChain, or LLMs.”

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What you'll learn

Python fundamentals for AI
Data manipulation with Pandas
Numerical computing with NumPy
Data Visualization
Object-Oriented Programming in Python

Prerequisites

Level

W1

Python Core and Setup

3 videos•98m
3 readings
3 topics
1 homework
Learn

Topics

1.1
Variables, Data Types, and Operators
32 minutes
1.2
Control Flow (If/Else, Loops)
58 minutes
1.3
Functions, Scope, and Lambda
8 minutes

Study Resources

→Python Releases for Windows | Python.org→Python Tutorial - GeeksforGeeks→Python Tutorial
W2

Data Structures Deep Dive

3 videos•72m
2 readings
3 topics
1 homework
Learn
W3

Advanced Python Constructs

3 videos•32m
3 readings
3 topics
1 homework
Learn
W4

Numerical Computing with NumPy

3 videos•139m
2 readings
3 topics
1 homework
Learn
W5

Data Manipulation with Pandas

3 videos•55m
2 readings
3 topics
1 homework
Learn
W6

Data Visualization Fundamentals

2 videos•57m
2 readings
2 topics
1 homework
Learn
01

Learn

Watch curated videos and read study resources

02

Practice

Practice what you learned

03

Build Projects

Build projects using your new gained knowledge

04

Submit & Verify

Submit your project and get verified by our system

References

01Python Releases for Windows | Python.org
02Python Tutorial - GeeksforGeeks
03Python Tutorial
04Data Structures Deep Dive (6/8): Choosing the Right Data... | Medium
05GitHub - ChelsaMJ/E-Box-Data-Structures-Deep-Dive-Using-C: Mini...
06From Python to AI Engineer: A Self-Study Roadmap
07AI With Python Tutorial - GeeksforGeeks
08Advanced Python Topics Tutorial - GeeksforGeeks
09NumPy Documentation
10NumPy Tutorial
11pandas.DataFrame based dataset - GluonTS documentation
12Pandas Tutorial
13Data Analysis and Visualization Fundamentals Professional Certificate
14musa-550-fall-2024/week2: Week 2: Data Visualization Fundamentals

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