Master AI & Data Science: Comprehensive 11-Hour Course on Python, Machine Learning & Deep Learning ๐Ÿš€

Unlock the fundamentals of AI with this in-depth 11-hour course from @LunarTech_ai. Perfect for beginners and aspiring data scientists, it covers Python, machine learning, deep learning, and moreโ€”no shortcuts, just real skills!

Master AI & Data Science: Comprehensive 11-Hour Course on Python, Machine Learning & Deep Learning ๐Ÿš€
freeCodeCamp.org
335.0K views โ€ข Nov 5, 2024
Master AI & Data Science: Comprehensive 11-Hour Course on Python, Machine Learning & Deep Learning ๐Ÿš€

About this video

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.

Learn more from Lunar Tech: https://www.lunartech.ai/

โค๏ธ Try interactive AI courses we love, right in your browser: https://scrimba.com/freeCodeCamp-AI (Made possible by a grant from our friends at Scrimba)

โญ๏ธ Contents โญ๏ธ
โŒจ๏ธ (00:00:00) Introduction
โŒจ๏ธ (00:00:02) Machine Learning Roadmap for 2024
โŒจ๏ธ (00:49:53) ML Basics (Supervised vs. Unsupervised, Regression vs. Classification)
โŒจ๏ธ (01:05:10) Machine Learning Bias-Variance Trade-off
โŒจ๏ธ (01:12:22) Machine Learning Overfitting Regularization
โŒจ๏ธ (01:41:11) Machine Learning Linear Regression Model
โŒจ๏ธ (01:48:15) Machine Learning Linear Regression Model As a Prediction Model
โŒจ๏ธ (02:04:41) Top 10 Machine Learning Algorithms
โŒจ๏ธ (03:50:28) Data Analysis : Superstore Data Analytics Project
โŒจ๏ธ (05:11:29) Machine Learning Linear Regression Case Study
โŒจ๏ธ (07:11:16) MLOps: Movie recommendation system.
โŒจ๏ธ (07:49:52) Workshop: How to Become a Data Scientist With No Experience
โŒจ๏ธ (08:59:38) Workshop: How to Build A Startup
โŒจ๏ธ (09:26:21) Machine Learning Interview Prep

๐ŸŽ‰ Thanks to our Champion and Sponsor supporters:
๐Ÿ‘พ Drake Milly
๐Ÿ‘พ Ulises Moralez
๐Ÿ‘พ Goddard Tan
๐Ÿ‘พ David MG
๐Ÿ‘พ Matthew Springman
๐Ÿ‘พ Claudio
๐Ÿ‘พ Oscar R.
๐Ÿ‘พ jedi-or-sith
๐Ÿ‘พ Nattira Maneerat
๐Ÿ‘พ Justin Hual

--

Learn to code for free and get a developer job: https://www.freecodecamp.org

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Video Information

Views

335.0K

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11.6K

Duration

10:22:26

Published

Nov 5, 2024

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