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. ---------------------------------------- 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/@GratitudeDriven 🩷 Join the channel membership community for priority comment replies, early access to videos, and regular members-only livestreams! https://www.youtube.com/@MarinaWyssAI/join ☕ 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