Master Python for Machine Learning: Essential Skills & Complete Roadmap π
Learn the key Python skills that will land you a machine learning job! Explore data fundamentals, certifications, and LLMs in Python to boost your career. Start your journey today!

Marina Wyss - AI & Machine Learning
52.5K views β’ Jun 3, 2025

About this video
Python Data Fundamentals: https://datacamp.pxf.io/raee1G
Python Data Associate Certification: https://datacamp.pxf.io/qzkRgq
Introduction to LLMs in Python: https://datacamp.pxf.io/raevgd
Python roadmap (free PDF)! https://www.gratitudedriven.com/c/python-roadmap
Software Engineering for Data Scientists book: https://amzn.to/43QbpJM
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β° Timestamps
00:00 Why bother learning Python for ML?
01:00 Canβt AI just code for us now?!
01:55 Development environments
02:55 Python basics
04:18 Learning roadmap and beginner projects
04:54 Core libraries for Data Science and ML
05:15 Work like a pro
06:36 Advanced Python skills
08:41 Data structures and algorithms for interviews
10:19 Learning strategies
11:08 Pep talk
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Want to become an AI Engineer? Download my AI Engineering Skills Checklist here: https://www.gratitudedriven.com/c/ai-engineering-checklist
π¬ Want to talk 1:1? Book time to chat with me here: https://topmate.io/marina_wyss
π Follow my second channel for more on mindset, productivity, and meaning: https://www.youtube.com/@GratitudeDriven
π©· Join the channel membership community for priority comment replies, early access to videos, and regular members-only livestreams! https://www.youtube.com/@MarinaWyssAI/join
β If you'd like to support my work, you can buy me a coffee (thank you!): https://ko-fi.com/marinawyss
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π₯ Other videos you might like:
I Analyzed 1,238 Machine Learning Job Postings to Find Out What Skills You REALLY Need to Get Hired
https://www.youtube.com/watch?v=0q_JKNDbEug&t=8s
AI Engineering: A *Realistic* Roadmap for Beginners
https://www.youtube.com/watch?v=dbUIjFXIpis&feature=youtu.be
AI Engineering in 76 Minutes (Complete Course/Speedrun!)
https://www.youtube.com/watch?v=JV3pL1_mn2M&t=2s
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𦫠About me
I am an Applied Scientist (basically, a blend of Data Scientist/Machine Learning Engineer) at Twitch/Amazon. Outside of my full-time job I'm a technical mentor at a machine learning bootcamp, and a 1:1 career coach for people looking to break into the field, with a focus on those from non-traditional backgrounds.
Iβm also a Certified Personal Trainer, always busy with too many interests, and really, deeply happy with my life. I hope to be able to help others achieve these things, too.
Instagram: / gratitudedriven
----------------------------------------
βοΈ Contact
Leave me a comment here on YouTube!
Business email: business@gratitudedriven.com
----------------------------------------
βοΈ Disclaimer
The views and opinions expressed in this video are my own and do not reflect the official policy or position of Twitch/Amazon or any other company I have worked for. All advice and insights shared here are based on my personal experiences and should be considered as such.
Thanks so much to DataCamp for sponsoring this video!
Note: There are affiliate links in this description. If you make a purchase I will make a small commission, at no cost to you. Thank you for your support.
#python #pythonprogramming #machinelearning
Python Data Associate Certification: https://datacamp.pxf.io/qzkRgq
Introduction to LLMs in Python: https://datacamp.pxf.io/raevgd
Python roadmap (free PDF)! https://www.gratitudedriven.com/c/python-roadmap
Software Engineering for Data Scientists book: https://amzn.to/43QbpJM
----------------------------------------
β° Timestamps
00:00 Why bother learning Python for ML?
01:00 Canβt AI just code for us now?!
01:55 Development environments
02:55 Python basics
04:18 Learning roadmap and beginner projects
04:54 Core libraries for Data Science and ML
05:15 Work like a pro
06:36 Advanced Python skills
08:41 Data structures and algorithms for interviews
10:19 Learning strategies
11:08 Pep talk
----------------------------------------
Want to become an AI Engineer? Download my AI Engineering Skills Checklist here: https://www.gratitudedriven.com/c/ai-engineering-checklist
π¬ Want to talk 1:1? Book time to chat with me here: https://topmate.io/marina_wyss
π Follow my second channel for more on mindset, productivity, and meaning: https://www.youtube.com/@GratitudeDriven
π©· Join the channel membership community for priority comment replies, early access to videos, and regular members-only livestreams! https://www.youtube.com/@MarinaWyssAI/join
β If you'd like to support my work, you can buy me a coffee (thank you!): https://ko-fi.com/marinawyss
----------------------------------------
π₯ Other videos you might like:
I Analyzed 1,238 Machine Learning Job Postings to Find Out What Skills You REALLY Need to Get Hired
https://www.youtube.com/watch?v=0q_JKNDbEug&t=8s
AI Engineering: A *Realistic* Roadmap for Beginners
https://www.youtube.com/watch?v=dbUIjFXIpis&feature=youtu.be
AI Engineering in 76 Minutes (Complete Course/Speedrun!)
https://www.youtube.com/watch?v=JV3pL1_mn2M&t=2s
----------------------------------------
𦫠About me
I am an Applied Scientist (basically, a blend of Data Scientist/Machine Learning Engineer) at Twitch/Amazon. Outside of my full-time job I'm a technical mentor at a machine learning bootcamp, and a 1:1 career coach for people looking to break into the field, with a focus on those from non-traditional backgrounds.
Iβm also a Certified Personal Trainer, always busy with too many interests, and really, deeply happy with my life. I hope to be able to help others achieve these things, too.
Instagram: / gratitudedriven
----------------------------------------
βοΈ Contact
Leave me a comment here on YouTube!
Business email: business@gratitudedriven.com
----------------------------------------
βοΈ Disclaimer
The views and opinions expressed in this video are my own and do not reflect the official policy or position of Twitch/Amazon or any other company I have worked for. All advice and insights shared here are based on my personal experiences and should be considered as such.
Thanks so much to DataCamp for sponsoring this video!
Note: There are affiliate links in this description. If you make a purchase I will make a small commission, at no cost to you. Thank you for your support.
#python #pythonprogramming #machinelearning
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Video Information
Views
52.5K
Likes
2.3K
Duration
12:35
Published
Jun 3, 2025
User Reviews
4.7
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