Maths for ML
Build the linear algebra and calculus intuition needed for machine learning.
0%
Confidence · no data yet
After this skill you can…
- Multiply matrices and compute dot products
- Understand derivatives and the chain rule intuitively
- Visualise high-dimensional vectors with tools like 3Blue1Brown
Watch (10 videos)
Rays and Spheres: The MATH! // Ray Tracing series
→ Apply mathematical concepts to ray tracing→ Understand ray tracing fundamentals
Python NumPy Tutorial for Beginners
→ Create NumPy arrays→ Perform mathematical operations on arrays
Tile-based game Part 7: Mobs
→ Apply vector math to game development→ Implement direction vectors in a game
Visualizing the 4d numbers Quaternions
→ Visualize complex mathematical concepts→ Understand quaternions
Projeté orthogonal d'un point sur un plan
→ Calculate orthogonal projection of a point onto a plane→ Apply geometric transformations to 3D objects
Solving the heat equation | DE3
→ Solve differential equations→ Apply Fourier series
College Algebra – Full Course with Python Code
→ Implement Algebra concepts using Python→ Solve equations and graph functions
Entropy & Information Gain
→ Calculate entropy→ Apply information gain concepts
Quantum AI: Quantum Kernel Advantage
→ Apply Quantum Kernel Advantage to diagnostic architectures→ Solve spectral bottlenecking problems in high-dimensional embeddings
Pokémon and Geometric Distributions - Numberphile
→ Apply geometric distributions to real-world data→ Model probability distributions with mathematical techniques
DeepCamp AI