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 Learn to Build Advanced AI Image Applications

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-21 | ⏱️ Read time: 25 min read

By building an interior designer in ComfyUI
πŸ“Œ Skills a Data Scientist Must Have (But a Software Engineer Doesn’t)

πŸ—‚ Category: CAREER ADVICE

πŸ•’ Date: 2025-01-21 | ⏱️ Read time: 11 min read

I guided a friend through her career transition to being an ML engineer.
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πŸ“Œ Build your own Annotation Tool for Image Classification in 5 Minutes

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-21 | ⏱️ Read time: 5 min read

How to label an image dataset with OpenCV and Python
πŸ“Œ Urban Graph Networks

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-21 | ⏱️ Read time: 14 min read

How graph theory can save you hours for your next city trip!
πŸ“Œ Building a Data Dashboard

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-20 | ⏱️ Read time: 15 min read

Using the streamlit Python library
πŸ“Œ Why Generative-AI Apps’ Quality Often Sucks and What to Do About It

πŸ—‚ Category:

πŸ•’ Date: 2025-01-20 | ⏱️ Read time: 23 min read

How to get from PoCs to tested high-quality applications in production
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πŸ“Œ How Most Organizations Get Data Strategy Wrong – and How to Fix It

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-01-20 | ⏱️ Read time: 79 min read

Redefining Data Strategy to Drive Competitive Advantage with Data, Analytics and AI
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πŸ“Œ RAG Isn’t Immune to LLM Hallucination

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-01-20 | ⏱️ Read time: 11 min read

How to measure how much of your RAG’s output is correct
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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 Linear Programming: Auxiliary Variables

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-08 | ⏱️ Read time: 15 min read

Part 5: Increasing LP flexibility to handle tricky logic
πŸ“Œ Building Effective Metrics to Describe Users

πŸ—‚ Category: ANALYTICS

πŸ•’ Date: 2025-01-08 | ⏱️ Read time: 4 min read

How can numerical user metrics be transformed into a personalized assessment of whether this behavior…
πŸ“Œ Customizing Your Fine-tuning Code Using HuggingFace’s Transformers Library

πŸ—‚ Category:

πŸ•’ Date: 2025-01-08 | ⏱️ Read time: 8 min read

Examples of custom callbacks and custom fine-tuning code from different libraries
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πŸ“Œ How to Securely Connect Microsoft Fabric to Azure Databricks SQL API

πŸ—‚ Category: DATA SECURITY

πŸ•’ Date: 2025-01-07 | ⏱️ Read time: 10 min read

Integration architecture focusing on security and access control
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πŸ“Œ Analyzing Health Surveys Made Easy with Functions in R

πŸ—‚ Category:

πŸ•’ Date: 2025-01-07 | ⏱️ Read time: 9 min read

Solving the issue of having missing data in the variables for sampling design
πŸ“Œ How to Create a Customized GenAI Video in 3 Simple Steps

πŸ—‚ Category:

πŸ•’ Date: 2025-01-07 | ⏱️ Read time: 15 min read

Put a real-world object into fully AI-generated 4D scenes with minimal effort, so that it…
πŸ“Œ Airflow Data Intervals: A Deep Dive

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-01-07 | ⏱️ Read time: 10 min read

Building idempotent and re-playable data pipelines
πŸ“Œ All The SQL a Data Scientist Needs to Know

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-07 | ⏱️ Read time: 12 min read

What you need to know, best practices, and where you can practice your skills
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πŸ“Œ Easy Map Boundary Extraction with GeoPandas

πŸ—‚ Category: DATA VISUALIZATION

πŸ•’ Date: 2025-01-07 | ⏱️ Read time: 8 min read

How to visualize country borders with Python
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πŸ“Œ The Build vs. Buy Dilemma for GenAI Applications

πŸ—‚ Category: STRATEGY

πŸ•’ Date: 2025-01-07 | ⏱️ Read time: 6 min read

A strategic guide to build vs. buy for GenAI
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πŸ“Œ An Overview of Feature Selection

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-07 | ⏱️ Read time: 28 min read

With a presentation of a rarely used, highly effective method for establishing the predictive power…