Machine Learning Roadmap 2025 – What Skills Should You Learn First?
Check out these recommended courses:
Machine Learning Fundamentals in Python: https://datacamp.pxf.io/nXeKvx
Machine Learning Engineer: https://datacamp.pxf.io/vPgKvA
Machine Learning Scientist: https://datacamp.pxf.io/N9YxJO
The long-awaited Machine Learning roadmap is here! These are the 18 skills you need to become an Machine Learning Engineer or Machine Learning Scientist in 2025.
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Timestamps ⏰
00:00 Machine learning roadmap
00:35 Skill #1 - Python
01:13 Skill #2 - Git & command line
01:48 Skill #3 - SQL & data wrangling
02:15 Skill #4 - EDA
02:35 Skill #5 - Core ML concepts
03:35 Recommended machine learning courses
04:43 Skill #6 - Math for ML
05:25 Skill #7 - Feature Engineering
05:45 Skill #8 - Classical ML algorithms in depth
06:13 Skill #9 - Deep Learning
07:01 Skill #10 - Software engineering for ML
07:13 Skill #11 - Data structures and algorithms
07:38 Skill #12 - Containerization
08:11 Skill #13 - Cloud platforms
08:32 Skill #14 - ML Ops
09:04 Skill #15 - ML System Design
09:36 Skill #16 - AI engineering
09:58 Skill #17 - Business intuition
10:22 Skill #18 - Communication
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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
💬 Want to talk 1:1? Book time to chat with me here: https://topmate.io/marina_wyss
💀 Follow my second channel for more on mindset, productivity, and meaning: https://www.youtube.com/@MarinaWyss
☕ 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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🎥 Other videos you might like:
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
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
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🦫 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.
I’m 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
----------------------------------------
✉️ Contact
Leave me a comment here on YouTube!
Business email: business@gratitudedriven.com
----------------------------------------
⚖️ 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.
Thank you to DataCamp for sponsoring this video!
This description may contain affiliate links. If you make a purchase I may make a small commission at no cost to you.
#machinelearning #mle #machinelearningengineer
Check out these recommended courses:
Machine Learning Fundamentals in Python: https://datacamp.pxf.io/nXeKvx
Machine Learning Engineer: https://datacamp.pxf.io/vPgKvA
Machine Learning Scientist: https://datacamp.pxf.io/N9YxJO
The long-awaited Machine Learning roadmap is here! These are the 18 skills you need to become an Machine Learning Engineer or Machine Learning Scientist in 2025.
—————————————-
Timestamps ⏰
00:00 Machine learning roadmap
00:35 Skill #1 – Python
01:13 Skill #2 – Git & command line
01:48 Skill #3 – SQL & data wrangling
02:15 Skill #4 – EDA
02:35 Skill #5 – Core ML concepts
03:35 Recommended machine learning courses
04:43 Skill #6 – Math for ML
05:25 Skill #7 – Feature Engineering
05:45 Skill #8 – Classical ML algorithms in depth
06:13 Skill #9 – Deep Learning
07:01 Skill #10 – Software engineering for ML
07:13 Skill #11 – Data structures and algorithms
07:38 Skill #12 – Containerization
08:11 Skill #13 – Cloud platforms
08:32 Skill #14 – ML Ops
09:04 Skill #15 – ML System Design
09:36 Skill #16 – AI engineering
09:58 Skill #17 – Business intuition
10:22 Skill #18 – Communication
—————————————-
Want to become an AI Engineer? Download my AI Engineering Skills Checklist here: https://www.gratitudedriven.com/c/ai-engineering-checklist
💬 Want to talk 1:1? Book time to chat with me here: https://topmate.io/marina_wyss
💀 Follow my second channel for more on mindset, productivity, and meaning: https://www.youtube.com/@MarinaWyss
☕ If you’d like to support my work, you can buy me a coffee (thank you!): https://ko-fi.com/marinawyss
—————————————-
🎥 Other videos you might like:
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
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
—————————————-
🦫 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.
I’m 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
—————————————-
✉️ Contact
Leave me a comment here on YouTube!
Business email: business@gratitudedriven.com
—————————————-
⚖️ 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.
Thank you to DataCamp for sponsoring this video!
This description may contain affiliate links. If you make a purchase I may make a small commission at no cost to you.
#machinelearning #mle #machinelearningengineer