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To try everything Brilliant has to offer—free—for a full 30 days, visit https://brilliant.org/GratitudeDriven/ You’ll also get 20% off an annual premium subscription! ⏰ Timestamps 00:00 How I became an Applied Scientist 00:50 Programming skills 01:47 Foundational ML and stats skills 02:38 Data visualization, Hadoop, SQL, interviewing, more stats 03:06 More ML and deep learning 03:48 Math for ML 04:52 DSA, ML system design, AI engineering 06:55 What was worth it? What wasn’t worth it? ---------------------------------------- Learning resources I referenced: Python Bootcamp: http://bit.ly/3YbJXDa Python for Data Science and ML: https://bit.ly/4jlPtLL R Programming: https://bit.ly/4cl5qiX SQL course: https://bit.ly/4i0JPh2 Statistical Rethinking: https://amzn.to/42eFP6r Learning How to Learn: https://imp.i384100.net/LK4v43 Machine Learning Specialization: https://imp.i384100.net/o44Kq9 Deep Learning Specialization: https://imp.i384100.net/LK27X3 Math for ML Specialization: https://imp.i384100.net/9LL6gy Designing Data-Intensive Applications: https://amzn.to/41V1j9J Designing ML Systems: https://amzn.to/41V1n9t Software Engineering for Data Scientists (forgot to mention in the video, but another good book): https://amzn.to/41XfOKd AI Engineering book: https://amzn.to/43Fa1u8 Modern System Design: https://www.educative.io/courses/grok... Coding Interview Patterns: https://www.educative.io/courses/grok... NeetCode DSA and System Design: https://neetcode.io/ Georgia Tech DSA: https://www.edx.org/certificates/prof... Duke OOP in Java: https://imp.i384100.net/PO4LBj Georgia Tech Java: https://www.edx.org/certificates/prof... ---------------------------------------- 📬 Sign up for my newsletter for access to a FREE 80+ page e-book on how to get your first data science job (learning resources, project ideas, LinkedIn checklist, and more!): https://www.gratitudedriven.com/subsc... 💬 Want to talk 1:1? Book time to chat with me here: https://topmate.io/marina_wyss ☕ If you'd like to support my work, you can buy me a coffee (thank you!): https://ko-fi.com/marinawyss And here’s that StatQuest transformers video I promised: • Transformer Neural Networks, ChatGPT'... ---------------------------------------- 🎥 Other videos you might like: I Analyzed 1,238 Machine Learning Job Postings to Find Out What Skills You REALLY Need to Get Hired • I Analyzed 1,238 Machine Learning Job... How To Learn Math for Machine Learning FAST (Even With Zero Math Background) • How To Learn Math for Machine Learnin... AI Engineering in 76 Minutes (Complete Course) • AI Engineering in 76 Minutes (Complet... ---------------------------------------- 🦫 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: [email protected] ---------------------------------------- ⚖️ 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 to Brilliant for sponsoring this video! #machinelearning #datascience #ai