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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๐Ÿ“Œ Navigating Data Science Content: Recognizing Common Pitfalls, Part 1

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-30 | โฑ๏ธ Read time: 6 min read

Uncovering and correcting misconceptions in online data science content to help you learn more effectively
๐Ÿ“Œ Nine Pico PIO Wats with Rust (Part 1)

๐Ÿ—‚ Category: PROGRAMMING

๐Ÿ•’ Date: 2025-01-30 | โฑ๏ธ Read time: 19 min read

Raspberry Pi programmable IO pitfalls illustrated with a musical example
๐Ÿ“Œ Time Series Forecasting with MFLES

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-01-30 | โฑ๏ธ Read time: 7 min read

The newest method in StatsForecast
๐Ÿ“Œ Data Roles, Small Language Models, Knowledge Graphs, and More: Our January Must-Reads

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-30 | โฑ๏ธ Read time: 5 min read

The stories that resonated the most with our community in the past month
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๐Ÿš€๐Ÿ”ฅ ๐—•๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฎ๐—ป ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—”๐—œ ๐—•๐˜‚๐—ถ๐—น๐—ฑ๐—ฒ๐—ฟ โ€” ๐—™๐—ฟ๐—ฒ๐—ฒ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ
Master the hottest skill in tech: building intelligent AI systems that think and act independently.

Learn to build smart ๐—ฐ๐—ต๐—ฎ๐˜๐—ฏ๐—ผ๐˜๐˜€, ๐—”๐—œ ๐—ฎ๐˜€๐˜€๐—ถ๐˜€๐˜๐—ฎ๐—ป๐˜๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—บ๐˜‚๐—น๐˜๐—ถ-๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ๐˜€.

๐—˜๐—ฎ๐—ฟ๐—ป ๐—ฝ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐—ฐ๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป and ๐—ด๐—ฒ๐˜ ๐—ป๐—ผ๐˜๐—ถ๐—ฐ๐—ฒ๐—ฑ ๐—ฏ๐˜† ๐˜๐—ผ๐—ฝ ๐—”๐—œ ๐—ฒ๐—บ๐—ฝ๐—น๐—ผ๐˜†๐—ฒ๐—ฟ๐˜€.

๐—™๐—ฟ๐—ฒ๐—ฒ. ๐—ฆ๐—ฒ๐—น๐—ณ-๐—ฝ๐—ฎ๐—ฐ๐—ฒ๐—ฑ. ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ-๐—ฐ๐—ต๐—ฎ๐—ป๐—ด๐—ถ๐—ป๐—ด.

๐Ÿ‘‰ Apply now: https://go.readytensor.ai/cert-641-agentic-ai-certification
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๐Ÿ“Œ Learnings from a Machine Learning Engineer โ€” Part 2: The Data Sets

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-02-13 | โฑ๏ธ Read time: 10 min read

In Part 1, we discussed the importance of collecting good image data and assigning proper labelsโ€ฆ
๐Ÿ“Œ Should Data Scientists Care About Quantum Computing?

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-12 | โฑ๏ธ Read time: 6 min read

I am sure the quantum hype has reached every person in tech (and outside it,โ€ฆ
๐Ÿ“Œ Method of Moments Estimation with Python Code

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-12 | โฑ๏ธ Read time: 10 min read

Letโ€™s say you are in a customer care center, and you would like to knowโ€ฆ
๐Ÿ“Œ Manage Environment Variables with Pydantic

๐Ÿ—‚ Category: PROGRAMMING

๐Ÿ•’ Date: 2025-02-12 | โฑ๏ธ Read time: 5 min read

Introduction Developers work on applications that are supposed to be deployed on some server inโ€ฆ
๐Ÿ“Œ Pandas Canโ€™t Handle This: How ArcticDB Powers Massive Datasets

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-12 | โฑ๏ธ Read time: 14 min read

Python has grown to dominate data science, and its package Pandas has become the go-toโ€ฆ
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๐Ÿ“Œ Branching Out: 4 Git Workflows for Collaborating on ML

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-02-12 | โฑ๏ธ Read time: 11 min read

Itโ€™s been more than 15 years since I finished my masterโ€™s degree, but Iโ€™m stillโ€ฆ
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๐Ÿ“Œ Build a Decision Tree in Polars from Scratch

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-12 | โฑ๏ธ Read time: 21 min read

Decision tree algorithms have always fascinated me. They are easy to implement and achieve goodโ€ฆ
๐Ÿ“Œ Virtualization & Containers for Data Science Newbies

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-11 | โฑ๏ธ Read time: 12 min read

Virtualization makes it possible to run multiple virtual machines (VMs) on a single piece ofโ€ฆ
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๐Ÿ“Œ 4-Dimensional Data Visualization: Time in Bubble Charts

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-11 | โฑ๏ธ Read time: 9 min read

Bubble charts elegantly compress large amounts of information into a single visualization, with bubble sizeโ€ฆ
๐Ÿ“Œ Understanding Model Calibration: A Gentle Introduction & Visual Exploration

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-02-11 | โฑ๏ธ Read time: 16 min read

How Reliable Are Your Predictions? About To be considered reliable, a model must be calibratedโ€ฆ
๐Ÿ“Œ Data vs. Business Strategy

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-11 | โฑ๏ธ Read time: 12 min read

There seems to be a consensus that leveraging data, analytics, and AI to create aโ€ฆ
๐Ÿ“Œ Polars vs. Pandas โ€” An Independent Speed Comparison

๐Ÿ—‚ Category: DATA ENGINEERING

๐Ÿ•’ Date: 2025-02-11 | โฑ๏ธ Read time: 13 min read

Overview Introduction โ€” Purpose and Reasons Speed is important when dealing with large amounts ofโ€ฆ
๐Ÿ“Œ Six Ways to Control Style and Content in Diffusion Models

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-02-10 | โฑ๏ธ Read time: 9 min read

Stable Diffusion 1.5/2.0/2.1/XL 1.0, DALL-E, Imagenโ€ฆ In the past years, diffusion models have showcased stunningโ€ฆ
๐Ÿ“Œ The Gamma Hurdle Distribution

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-07 | โฑ๏ธ Read time: 11 min read

Which Outcome Matters? Here is a common scenario : An A/B test was conducted, whereโ€ฆ
๐Ÿ“Œ Triangle Forecasting: Why Traditional Impact Estimates Are Inflated (And How to Fix Them)

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-07 | โฑ๏ธ Read time: 7 min read

Accurate impact estimations can make or break your business case. Yet, despite its importance, mostโ€ฆ