freeCodeCamp.org | Linear Algebra Course – Mathematics for Machine Learning and Generative AI @freecodecamp | Uploaded May 2024 | Updated October 2024, 8 hours ago.
Learn linear algebra in this course for beginners. This course covers the linear algebra skills needed for data science, machine learning, and AI, with a focus on practical applications and real-world examples.
✏️ Course developed by @LunarTech_ai
Learn more linear algebra with this 25+ hour course: academy.lunartech.ai/product/fundamentals-to-linear-algebra
⭐️ Contents ⭐️
⌨️ (0:00:00) Introduction to the course
⌨️ (0:08:30) Linear Algebra Roadmap for 2024
⌨️ (0:27:50) Course Prerequisites
⌨️ (0:36:05) Refreshment: Real Numbers and Vector Spaces
⌨️ (0:40:18) Refreshment: Norms and Euclidean Distance
⌨️ (0:52:13) Why These Prerequisites Matter
⌨️ (0:54:40) Foundations of Vectors
⌨️ (1:03:22) Vector - Geometric Representation Example
⌨️ (1:25:35) Special Vectors
⌨️ (1:38:13) Application of Vectors
⌨️ (1:50:25) Vectors Operations and Properties
⌨️ (2:24:14) Advanced Vectors and Concepts
⌨️ (2:49:14) Length of a Vector - def and example
⌨️ (2:54:33) Length of Vector - Geometric Intuition
⌨️ (3:05:31) Dot Product
⌨️ (3:20:00) Dot Product, Length of Vector and Cosine Rule
⌨️ (3:34:00) Cauchy Schwarz Inequality - Derivation & Proof
⌨️ (3:48:11) Introduction to Linear Systems
⌨️ (4:03:53) Introduction to Matrices
⌨️ (4:20:02) Core Matrix Operations
⌨️ (5:00:41) Solving Linear Systems - Gaussian Elimination
⌨️ (5:29:59) Detailed Example - Solving Linear Systems
⌨️ (5:45:46) Detailed Example - Reduced Row Echelon Form (Augmented Matrix,REF, RREF)
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
--
Learn to code for free and get a developer job: freecodecamp.org
Read hundreds of articles on programming: freecodecamp.org/news
Learn linear algebra in this course for beginners. This course covers the linear algebra skills needed for data science, machine learning, and AI, with a focus on practical applications and real-world examples.
✏️ Course developed by @LunarTech_ai
Learn more linear algebra with this 25+ hour course: academy.lunartech.ai/product/fundamentals-to-linear-algebra
⭐️ Contents ⭐️
⌨️ (0:00:00) Introduction to the course
⌨️ (0:08:30) Linear Algebra Roadmap for 2024
⌨️ (0:27:50) Course Prerequisites
⌨️ (0:36:05) Refreshment: Real Numbers and Vector Spaces
⌨️ (0:40:18) Refreshment: Norms and Euclidean Distance
⌨️ (0:52:13) Why These Prerequisites Matter
⌨️ (0:54:40) Foundations of Vectors
⌨️ (1:03:22) Vector - Geometric Representation Example
⌨️ (1:25:35) Special Vectors
⌨️ (1:38:13) Application of Vectors
⌨️ (1:50:25) Vectors Operations and Properties
⌨️ (2:24:14) Advanced Vectors and Concepts
⌨️ (2:49:14) Length of a Vector - def and example
⌨️ (2:54:33) Length of Vector - Geometric Intuition
⌨️ (3:05:31) Dot Product
⌨️ (3:20:00) Dot Product, Length of Vector and Cosine Rule
⌨️ (3:34:00) Cauchy Schwarz Inequality - Derivation & Proof
⌨️ (3:48:11) Introduction to Linear Systems
⌨️ (4:03:53) Introduction to Matrices
⌨️ (4:20:02) Core Matrix Operations
⌨️ (5:00:41) Solving Linear Systems - Gaussian Elimination
⌨️ (5:29:59) Detailed Example - Solving Linear Systems
⌨️ (5:45:46) Detailed Example - Reduced Row Echelon Form (Augmented Matrix,REF, RREF)
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
--
Learn to code for free and get a developer job: freecodecamp.org
Read hundreds of articles on programming: freecodecamp.org/news
![Learn Python - Full Course for Beginners [Tutorial]](https://i.ytimg.com/vi/rfscVS0vtbw/hqdefault.jpg "Learn Python - Full Course for Beginners [Tutorial]
Learn Python - Full Course for Beginners [Tutorial]")
![Spotify Developer Emma Bostian Talks Coding, Hiring Devs, and European Work Culture [Podcast #139]](https://i.ytimg.com/vi/sPLlG5EGw2g/hqdefault.jpg "Spotify Developer Emma Bostian Talks Coding, Hiring Devs, and European Work Culture [Podcast #139]
On this weeks episode of the podcast, freeCodeCamp founder Quincy Larson interviews Emma Bostian. Shes a software engineer turned manager at Spotify and Prolific coding teacher.
We talk about:
How at her first developer job at IBM, Emmas boss told her: You need to get your stuff together or you wont make it in this industry. And the transformation that followed.
Emmas thoughts on Computer Science degrees. Going to college gives you credibility and a network. You can get opportunities that way.
How Emma hires software engineers. (Hint: she tries to disregard degrees completely.)
How Emma intentionally procrastinates some big tasks to give her mind time to figure out the puzzle pieces
Can you guess what song Im playing on my bass during the intro? Its from a 1979 punk song.
Also, I want to thank the 10,776 kind people who support our charity each month, and who make this podcast possible. You can join them and support our mission at: https://www.freecodecamp.org/donate")
![How to Outsmart AI as a Developer with Dr. Chuck [Podcast #127]](https://i.ytimg.com/vi/skg2XRUMcGQ/hqdefault.jpg "How to Outsmart AI as a Developer with Dr. Chuck [Podcast #127]
On this weeks episode of the podcast, freeCodeCamp founder Quincy Larson interviews Dr. Chuck. Hes a software engineer and Computer Science professor at University of Michigan, which has one of the top-ranked CS programs in the world.
Dr. Charles Chuck Severance is also creator of many popular free learning resources like his Python for Everyone and C for Everyone, which millions of students have taken over the past decade.
We talk about:
- What separates a Master Programmer from an average developer, and how to become one
- Dr. Chucks mission to make programming knowledge freely available
- The fundamental shortcomings of how Computer Science is currently taught at universities – even elite universities like the one hes a professor at
- Dr. Chucks theories on recent tech layoffs and what he thinks the near future holds
- Dr. Chucks love of racing $2,500 cars that he revives from the junk yard, and flying planes
Can you guess what song Im playing on my bass during the intro? Its from a 1973 song.
Be sure to follow The freeCodeCamp podcast in your favorite podcast app. And share this podcast with a friend. Lets inspire more folks to learn to code and build careers for themselves in tech.
Also, I want to thank the 9,331 kind people who support our charity each month, and who make this podcast possible. You can join them and support our mission at: https://www.freecodecamp.org/donate
Links we talk about during our conversation:
- Dr. Chucks latest freeCodeCamp course on C programming: https://www.freecodecamp.org/news/complete-c-programming-course-from-dr-chuck/
- Dr. Chucks Python for Everyone freeCodeCamp Course: https://www.freecodecamp.org/news/python-for-everybody/
- Kylie Yings popular Machine Learning for Everyone course inspired by Dr. Chuck: https://www.freecodecamp.org/news/machine-learning-for-everybody/
- Dr. Chucks website with his free interactive coursework: https://online.dr-chuck.com/
0:00:00 Introduction and Background
0:02:20 Programming as an Art and Craft
0:13:11 The Importance of Hardware
0:43:16 Privacy and Auto-Expiring Data
0:44:31 Challenges in Learning Management Systems
0:46:08 Auto-Expiring Data and Privacy Standards
0:47:37 Teaching Technical Skills in High School
0:54:18 Togetherness in the Free Code Camp Community
1:15:02 The Limitations of AI and Looking Forward
1:20:20 The Importance of Free Code Camp in Education
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
Learn to code for free and get a developer job: https://www.freecodecamp.org
Read hundreds of articles on programming: https://freecodecamp.org/news")
