YMG

Joined: April 30, 2023
Articles: 10

Mathematical Concepts

Unveiling Gradient Descent: The Heartbeat of Machine Learning Optimization

Delve into the essence of Gradient Descent, the pivotal optimization algorithm that drives the efficiency of machine learning models. Discover its role in tweaking parameters and minimizing the cost function, ensuring our models learn from data with precision and agility.

YMG
September 29, 2023

Statistical Modeling

Unlocking the Mysteries of Logistic Regression: From Predictions to Cost Functions

Delve into the world of Logistic Regression, a cornerstone of classification in machine learning. From understanding the pivotal role of input features and weights to the intricacies of the cost function, this post will guide you through the essence of how logistic regression models make decisions and learn from data.

YMG
September 29, 2023

Foundations & Theory

Decoding Neural Networks: Forward vs. Backward Propagation

Peel back the layers of a neural network, and two core processes emerge: forward and backward propagation. While the forward pass predicts and evaluates, the backward pass learns and refines. Dive in to discover how these twin processes power the engine of deep learning, turning data into discerning predictions.

YMG
September 29, 2023

Programming Foundations

Understanding NumPy: The Foundation of Data Science in Python

From basic array operations to intricate linear algebra tasks, numpy's versatility shines through. As we journey from its foundational aspects to more advanced territories, numpy consistently proves to be an indispensable tool for data science, turning raw data into profound insights with mathematical precision.

YMG
September 18, 2023

Mathematical Concepts

Linear Algebra in AI: The Unsung Hero

A deep dive into the role of linear algebra in artificial intelligence. Discover how matrices, vectors, and other algebraic structures form the backbone of many AI algorithms and systems.

YMG
September 18, 2023

Programming Foundations

Python’s Dominance in Data Science: An Exploration

Delve into why Python has emerged as the leading language in data science and machine learning. Explore its libraries, capabilities, and real-world use-cases that make it the top choice for data professionals.

YMG
September 18, 2023

Chatbot Projects

Building Real Estate Property Management Chatbot (Voiceflow + Airtable + Make)

In this video, I’ll guide you through setting up an efficient property management system for a Real Estate Agency. No tech-speak, just practical steps. We’ll tackle property management with the help of smart automation, using user-friendly tools like airtable, voiceflow…