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 Should Data Scientists Care About Quantum Computing?

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-12 | ⏱️ Read time: 6 min read

I am sure the quantum hype has reached every person in tech (and outside it,…
πŸ“Œ Method of Moments Estimation with Python Code

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-12 | ⏱️ Read time: 10 min read

Let’s say you are in a customer care center, and you would like to know…
πŸ“Œ Manage Environment Variables with Pydantic

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-02-12 | ⏱️ Read time: 5 min read

Introduction Developers work on applications that are supposed to be deployed on some server in…
πŸ“Œ Pandas Can’t Handle This: How ArcticDB Powers Massive Datasets

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-12 | ⏱️ Read time: 14 min read

Python has grown to dominate data science, and its package Pandas has become the go-to…
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πŸ“Œ Branching Out: 4 Git Workflows for Collaborating on ML

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-02-12 | ⏱️ Read time: 11 min read

It’s been more than 15 years since I finished my master’s degree, but I’m still…
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πŸ“Œ Build a Decision Tree in Polars from Scratch

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-12 | ⏱️ Read time: 21 min read

Decision tree algorithms have always fascinated me. They are easy to implement and achieve good…
πŸ“Œ Virtualization & Containers for Data Science Newbies

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-11 | ⏱️ Read time: 12 min read

Virtualization makes it possible to run multiple virtual machines (VMs) on a single piece of…
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πŸ“Œ 4-Dimensional Data Visualization: Time in Bubble Charts

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-11 | ⏱️ Read time: 9 min read

Bubble charts elegantly compress large amounts of information into a single visualization, with bubble size…
πŸ“Œ Understanding Model Calibration: A Gentle Introduction & Visual Exploration

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-02-11 | ⏱️ Read time: 16 min read

How Reliable Are Your Predictions? About To be considered reliable, a model must be calibrated…
πŸ“Œ Data vs. Business Strategy

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-11 | ⏱️ Read time: 12 min read

There seems to be a consensus that leveraging data, analytics, and AI to create a…
πŸ“Œ Polars vs. Pandas β€” An Independent Speed Comparison

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-02-11 | ⏱️ Read time: 13 min read

Overview Introduction β€” Purpose and Reasons Speed is important when dealing with large amounts of…
πŸ“Œ Six Ways to Control Style and Content in Diffusion Models

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-02-10 | ⏱️ Read time: 9 min read

Stable Diffusion 1.5/2.0/2.1/XL 1.0, DALL-E, Imagen… In the past years, diffusion models have showcased stunning…
πŸ“Œ The Gamma Hurdle Distribution

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 11 min read

Which Outcome Matters? Here is a common scenario : An A/B test was conducted, where…
πŸ“Œ Triangle Forecasting: Why Traditional Impact Estimates Are Inflated (And How to Fix Them)

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 7 min read

Accurate impact estimations can make or break your business case. Yet, despite its importance, most…
πŸ“Œ I Tried Making my Own (Bad) LLM Benchmark to Cheat in Escape Rooms

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 20 min read

Recently, DeepSeek announced their latest model, R1, and article after article came out praising its…
πŸ“Œ Synthetic Data Generation with LLMs

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 9 min read

Popularity of RAG Over the past two years while working with financial firms, I’ve observed…
πŸ“Œ The Method of Moments Estimator for Gaussian Mixture Models

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 8 min read

Audio processing is one of the most important application domains of digital signal processing (DSP)…
πŸ“Œ A Comprehensive Guide to LLM Temperature

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 8 min read

While building my own LLM-based application, I found many prompt engineering guides, but few equivalent…
πŸ“Œ How to Create Network Graph Visualizations in Microsoft PowerBI

πŸ—‚ Category: DATA VISUALIZATION

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 6 min read

Microsoft PowerBI is a one of the most popular business intelligence (BI) tools, and while…
πŸ“Œ Efficient Metric Collection in PyTorch: Avoiding the Performance Pitfalls of TorchMetrics

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-02-06 | ⏱️ Read time: 13 min read

Metric collection is an essential part of every machine learning project, enabling us to track…
πŸ“Œ Introduction to Minimum Cost Flow Optimization in Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-06 | ⏱️ Read time: 21 min read

Minimum cost flow optimization minimizes the cost of moving flow through a network of nodes…