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 Basics of Probability Notations

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-27 | โฑ๏ธ Read time: 12 min read

Union, Intersection, Independence, Disjoint, Complement: Advanced Probability for Data Science Series (1)
๐Ÿ“Œ How to Implement Guardrails for Your AI Agents with CrewAI

๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE

๐Ÿ•’ Date: 2025-01-27 | โฑ๏ธ Read time: 9 min read

LLM Agents are non-deterministic by nature: implement proper guardrails for your AI Application.
๐Ÿ“Œ Water Cooler Small Talk, Ep 7: Anscombeโ€™s Quartet and the Datasaurus

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-27 | โฑ๏ธ Read time: 10 min read

Why descriptive statistics arenโ€™t enough and plotting your data is always essential
๐Ÿ“Œ Small Training Dataset? You Need SetFit

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-27 | โฑ๏ธ Read time: 9 min read

The enterprise-friendly way to train NLP classifiers with Python in 2025
๐Ÿ“Œ Beyond Causal Language Modeling

๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE

๐Ÿ•’ Date: 2025-01-27 | โฑ๏ธ Read time: 7 min read

A deep dive into โ€œNot All Tokens Are What You Need for Pretrainingโ€
๐Ÿ“Œ Optimising Budgets With Marketing Mix Models In Python

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-26 | โฑ๏ธ Read time: 10 min read

Part 3 of a hands-on guide to help you master MMM in pymc
๐Ÿ“Œ How Cheap Mortgages Transformed Polandโ€™s Real Estate Market

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-25 | โฑ๏ธ Read time: 19 min read

Insights from a synthetic control group
๐Ÿ“Œ Choosing Classification Model Evaluation Criteria

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-01-25 | โฑ๏ธ Read time: 9 min read

Is Recall / Precision better than Sensitivity / Specificity?
๐Ÿ“Œ Multi-Headed Cross Attention โ€“ By Hand

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-24 | โฑ๏ธ Read time: 5 min read

Hand computing a fundamental component of multimodal models
๐Ÿ“Œ Does It Matter That Online Experiments Interact?

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-24 | โฑ๏ธ Read time: 5 min read

What interactions do, why they are just like any other change in the environment post-experiment,โ€ฆ
๐Ÿ“Œ A Derivation and Application of Restricted Boltzmann Machines (2024 Nobel Prize)

๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE

๐Ÿ•’ Date: 2025-01-23 | โฑ๏ธ Read time: 8 min read

Investigating Geoffrey Hintonโ€™s Nobel Prize-winning work and building it from scratch using PyTorch
๐Ÿ“Œ Building Research Agents for Tech Insights

๐Ÿ—‚ Category: AGENTIC AI

๐Ÿ•’ Date: 2025-09-13 | โฑ๏ธ Read time: 10 min read

Using a controlled workflow, unique data & prompt chaining
๐Ÿ“Œ Apollo and Design Choices of Video Large Multimodal Models (LMMs)

๐Ÿ—‚ Category: META

๐Ÿ•’ Date: 2025-01-23 | โฑ๏ธ Read time: 13 min read

Letโ€™s Explore Major Design Choices from Metaโ€™s Apollo Paper
๐Ÿ“Œ On a Time Crunch but Still Want to Learn to Develop Multi-Agent AI?

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-23 | โฑ๏ธ Read time: 15 min read

These 3 starter projects only take a weekend (and a few cups of coffee, maybe)
๐Ÿ“Œ The Solar Cycle(s): history, data analysis and trend forecasting.

๐Ÿ—‚ Category: ANALYTICS

๐Ÿ•’ Date: 2025-01-23 | โฑ๏ธ Read time: 14 min read

A brief article on the Solar Cycles: data analysis and time series forecasting for theโ€ฆ
๐Ÿ“Œ Simplicity Over Black Boxes

๐Ÿ—‚ Category: ANALYTICS

๐Ÿ•’ Date: 2025-01-23 | โฑ๏ธ Read time: 7 min read

Turning complex ML models into simple, interpretable rules with Human Knowledge Models for actionable insightsโ€ฆ
๐Ÿ“Œ Building Successful AI Apps: The Dos and Donโ€™ts

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-23 | โฑ๏ธ Read time: 4 min read

Our weekly selection of must-read Editorsโ€™ Picks and original features
๐Ÿ“Œ Real World Use Cases: Strategies that Will Bridge the Gap Between Development and Productionizing

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-23 | โฑ๏ธ Read time: 9 min read

Data science demonstrates its value when applied to practical challenges. This article shares insights gainedโ€ฆ
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๐Ÿ“Œ Nine Pico PIO Wats with MicroPython (Part 1)

๐Ÿ—‚ Category: PROGRAMMING

๐Ÿ•’ Date: 2025-01-23 | โฑ๏ธ Read time: 19 min read

Raspberry Pi programmable IO pitfalls illustrated with a musical example
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Machine Learning pinned ยซ๐Ÿš€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—ปโ€ฆยป
๐Ÿ“Œ Behind the Scenes of a Successful Data Analytics Project

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-01-23 | โฑ๏ธ Read time: 10 min read

Learn the steps to approach any data analytics project like a pro.
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