Machine Learning
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Machine learning insights, practical tutorials, and clear explanations for beginners and aspiring data scientists. Follow the channel for models, algorithms, coding guides, and real-world ML applications.

Admin: @HusseinSheikho || @Hussein_Sheikho
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πŸ“Œ Statistical Learnability of Strategic Linear Classifiers: A Proof Walkthrough

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-01-08 | ⏱️ Read time: 19 min read

With the help of an intricate geometric construction, we can prove that instance-wise cost functions…
πŸ“Œ Learning ML or Learning About Learning ML?

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-03 | ⏱️ Read time: 4 min read

Pragmatism versus (over-)planning
πŸ“Œ A Visual Guide to Tuning Gradient Boosted Trees

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-09-15 | ⏱️ Read time: 10 min read

Introduction My previous posts looked at the bog-standard decision tree and the wonder of a…
πŸ“Œ Implementing the Coffee Machine Project in Python Using Object Oriented Programming

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-09-15 | ⏱️ Read time: 9 min read

Understanding classes, objects, attributes, and methods
πŸ“Œ You Only Need 3 Things to Turn AI Experiments into AI Advantage

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-09-15 | ⏱️ Read time: 7 min read

Trapped in a purgatory of POCs enterprises need to focus and build just 3 pillars…
πŸ“Œ Learn How to Use Transformers with HuggingFace and SpaCy

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-09-15 | ⏱️ Read time: 7 min read

Mastering NLP with spaCy: Part 4
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πŸ“Œ How to Become a Machine Learning Engineer (Step-by-Step)

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-09-15 | ⏱️ Read time: 12 min read

Your one-stop guide to becoming a machine learning engineer
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πŸ“Œ Sensor Fusion – KITTI – β€˜Lidar-based Obstacle Detection’ – Part-1

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-12-25 | ⏱️ Read time: 24 min read

Sensor fusion, multi-modal perception, autonomous vehicles – if these keywords pique your interest, this Medium…
πŸ“Œ Three Important Pandas Functions You Need to Know

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-25 | ⏱️ Read time: 6 min read

Master these techniques to stand out as a Python developer
πŸ“Œ Building a Custom AI Jira Agent

πŸ—‚ Category:

πŸ•’ Date: 2024-12-25 | ⏱️ Read time: 23 min read

How I used Google Mesop, Django, LangChain Agents, CO-STAR & Chain-of-Thought prompting combined with the…
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πŸ“Œ 2024 Survival Guide for Machine Learning Engineer Interviews

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-12-24 | ⏱️ Read time: 17 min read

A year-end summary for junior-level MLE interview preparation
πŸ“Œ I’m Doing the Advent of Code 2024 in Python – Day 4

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-24 | ⏱️ Read time: 6 min read

Let’s see how many stars we’ll collect.
πŸ“Œ Design Patterns with Python for Machine Learning Engineers: Template Method

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-12-24 | ⏱️ Read time: 4 min read

Learn how to use the Template design pattern to enhance your code
πŸ“Œ I’ve Done 80+ Data Science Interviews – Here’s What Works

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-24 | ⏱️ Read time: 7 min read

3 years of data science interview experience
πŸ“Œ How Bias and Variance Affect Your Model

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-24 | ⏱️ Read time: 7 min read

Learn the concepts and the practice. How a model behaves in each case.
πŸ“Œ Classifier-free guidance for LLMs performance enhancing

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-12-23 | ⏱️ Read time: 14 min read

Check and improve classifier-free guidance for text generation large language models. While participating in NeurIPS…
πŸ“Œ How to Tackle an Optimization Problem with Constraint Programming

πŸ—‚ Category:

πŸ•’ Date: 2024-12-23 | ⏱️ Read time: 7 min read

Case study: the travelling salesman problem
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πŸ“Œ How to Clean Your Data for Your Real-Life Data Science Projects

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-23 | ⏱️ Read time: 7 min read

How I treat missing values-with a quick Python Guide
πŸ“Œ Advanced Prompt Engineering: Chain of Thought (CoT)

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2024-12-23 | ⏱️ Read time: 26 min read

Comparing different techniques for reasoning
πŸ“Œ The Multi-Armed Bandit Problem-A Beginner-Friendly Guide

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-23 | ⏱️ Read time: 6 min read

Understanding the exploitation-exploration trade-off with an example
πŸ“Œ Creating a WhatsApp AI Agent with GPT-4o

πŸ—‚ Category:

πŸ•’ Date: 2024-12-22 | ⏱️ Read time: 23 min read

How to use the Meta API to build your own LLM-powered Whatsapp chatbot
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