Ala GARBAA - Software Engineer

Linear Algebra & Matrix Calculus: Gradients, Hessians & Optimization 🔢✨

Explore the power of matrix calculus in optimization! Learn about:
🔹 Gradients & Hessians
🔹 Eigenvalues & least squares
🔹 Applications in machine learning, physics, and engineering

🔗 Read more: www.alagarbaa.com/blog/p/linear-algebra-matrix-cal…

#LinearAlgebra #MatrixCalculus #Optimization #Eigenvalues #MachineLearning #Math

9 months ago | [YT] | 0

Artificial Neurons: The Core of Neural Networks 🧠⚡

Dive into the fundamentals of artificial neurons (perceptrons), the building blocks of neural networks! Learn about:
🔹 Input features & weights
🔹 Bias & activation functions
🔹 The role of the dot product in computations

🔗 Read more: www.alagarbaa.com/blog/p/artificial-neurons-the-fo…

#MachineLearning #NeuralNetworks #Perceptron #ArtificialIntelligence #LinearAlgebra

9 months ago | [YT] | 0

Python for Machine Learning: Step-by-Step Setup Guide 🛠️🐍

Get started with Python for machine learning! Set up your environment with essential tools and libraries, backed by a strong open-source community.

🔗 Read more: www.alagarbaa.com/blog/p/python-for-machine-learni…

#Python #MachineLearning #AI #DataScience #Development #Toolkit

9 months ago | [YT] | 0

Transforming Data into Knowledge: A Guide to Machine Learning 📊🤖

Explore the core concepts of machine learning and its three main types:

✅ Supervised Learning

✅ Unsupervised Learning

✅ Reinforcement Learning

🔗 Read more: www.alagarbaa.com/blog/p/transforming-data-into-kn…

#MachineLearning #DataScience #SupervisedLearning #UnsupervisedLearning #ReinforcementLearning

9 months ago | [YT] | 0

Dimensionality Reduction: 3D to 2D with PCA 📉✨

Discover how Principal Component Analysis (PCA) simplifies 3D data into 2D with a Python visualization of a spiral.

🔗 Read more: www.alagarbaa.com/blog/p/3-d-to-2-d-dimensionality…

#DataVisualization #PCA #MachineLearning #Python #Matplotlib #ScikitLearn

9 months ago | [YT] | 0