AI Foundations Course – Python, Machine Learning, Deep Learning, Data Science

By freeCodeCamp.org
Published: Nov 05, 2024

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Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai. This is not just a crash course. This course covers everything from fundamental concepts to advanced algorithms, complete with real-world case studies in recommender systems and predictive analytics. This course goes beyond theory to provide hands-on implementation experience, career guidance, and great insights from industry professionals. It also includes a career guide on how to build a data science career, launch a startup, and prepare for interviews.

?? Contents ??
?? (00:00:00) Introduction
?? (00:00:02) Machine Learning Roadmap for 2024
?? (00:49:53) ML Basics (Supervised vs. Unsupervised, Regression vs. Classification)
?? (01:05:10) Machine Learning Bias-Variance Trade-off
?? (01:12:22) Machine Learning Overfitting Regularization
?? (01:41:11) Machine Learning Linear Regression Model
?? (01:48:15) Machine Learning Linear Regression Model As a Prediction Model
?? (02:04:41) Top 10 Machine Learning Algorithms
?? (03:50:28) Data Analysis : Superstore Data Analytics Project
?? (05:11:29) Machine Learning Linear Regression Case Study
?? (07:11:16) MLOps: Movie recommendation system.
?? (07:49:52) Workshop: How to Become a Data Scientist With No Experience
?? (08:59:38) Workshop: How to Build A Startup
?? (09:26:21) Machine Learning Interview Prep???? Thanks to our Champion and Sponsor supporters:
???? Drake Milly
???? Ulises Moralez
???? Goddard Tan
???? David MG
???? Matthew Springman
???? Claudio
???? Oscar R.
???? jedi-or-sith
???? Nattira Maneerat
???? Justin Hual

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