Today marks the beginning of a new thematic segment of videos in my ML Foundations series. This segment builds on the Limits content already covered to clearly illustrate how Differentiation works and how we find Derivatives.
Through a combination of color-coded equations, paper-and-pencil exercises, and hands-on Python code demos, the videos in this segment instill a deep understanding of how differentiation allows us to find derivatives.
More specifically, the videos cover:
• The Delta Method
• The Differentiation Equation
• Differentiation Notation
• Rules that enable us to quickly calculate the derivatives of a wide range of functions, including those found throughout machine learning
New videos are published every Monday and Thursday. The playlist for my Calculus for ML course is here.
More detail about my broader ML Foundations series and all of the associated open-source code is available in GitHub here.
Filtering by Tag: YouTube
Intro to Integral Calculus
Today’s video is a quick intro to Integral Calculus, the other branch of the mathematical field alongside Differential Calculus (which was introduced in the preceding video, released on Monday).
The YouTube playlist for my "Calculus for Machine Learning" course is here.
Intro to Differential Calculus
New YouTube video out today that uses colorful visual analogies to introduce what differential calculus is. The next video, coming out on Thursday, will introduce integral calculus, the other main branch of the mathematical field.
My apologies for the (temporary!) crappy thumbnail 😂 — I had to fill in for someone who hasn't been feeling well (he's getting better, don't worry) and make it myself.
My Calculus for ML YouTube playlist is here.
Linear Algebra for Machine Learning: Complete Math Course on YouTube
At a high level, my ML Foundations content can be broken into four subject areas: linear algebra, calculus, probability/stats, and computer science. The first quarter of the content, on linear algebra, stands alone as its own discrete course and is available on YouTube today.
The playlist for my complete Linear Algebra for Machine Learning course is on YouTube here. There are a total of 48 videos in the course, each of which is provided in this blog post. Click through for all the detail!
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