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 Autonomous Agent Ecosystems, Data Integration, Open Source LLMs, and Other November Must-Reads

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-28 | ⏱️ Read time: 4 min read

The stories that resonated the most with our community in the past month
πŸ“Œ A Story of Long Tails: Why Uncertainty in Marketing Mix Modelling is Important

πŸ—‚ Category: MARKETING

πŸ•’ Date: 2024-11-27 | ⏱️ Read time: 30 min read

"Details matter. It’s worth waiting to get it right." β€” Steve Jobs What if the…
πŸ“Œ NLP Illustrated, Part 2: Word Embeddings

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-27 | ⏱️ Read time: 8 min read

An illustrated and intuitive guide to word embeddings
πŸ“Œ A Beginner’s Journey into Key Mathematical Concepts: Applied Data Analysis Simplified

πŸ—‚ Category: PROBABILITY

πŸ•’ Date: 2024-11-26 | ⏱️ Read time: 23 min read

Understanding key concepts such as Monte Carlo Methods, Bayes’ Theorem or Gradient Descent can be…
πŸ“Œ Addressing Missing Data

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-26 | ⏱️ Read time: 9 min read

Understand missing data patterns (MCAR, MNAR, MAR) for better model performance with Missingno
πŸ“Œ Mistral 7B Explained: Towards More Efficient Language Models

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-26 | ⏱️ Read time: 56 min read

RMS Norm, RoPE, GQA, SWA, KV Cache, and more!
πŸ“Œ Data Scientist Answers the Most Popular Data Science Questions

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-26 | ⏱️ Read time: 7 min read

All-around guidance for prospective data scientists
πŸ“Œ Explainable Generic ML Pipeline with MLflow

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-11-26 | ⏱️ Read time: 15 min read

An end-to-end demo to wrap a pre-processor and explainer into an algorithm-agnostic ML pipeline with…
πŸ“Œ Optimizing Transformer Models for Variable-Length Input Sequences

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-26 | ⏱️ Read time: 17 min read

How PyTorch NestedTensors, FlashAttention2, and xFormers can Boost Performance and Reduce AI Costs
πŸ“Œ From Data Scientist to Data Manager: My First 3 Months Leading a Team

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-26 | ⏱️ Read time: 9 min read

Reflections on moving from hands-on work to mentoring and leading
πŸ“Œ Every Step of the Machine Learning Life Cycle Simply Explained

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-26 | ⏱️ Read time: 18 min read

A comprehensive guide to the ML life cycle with examples in Python
πŸ“Œ RAGOps Guide: Building and Scaling Retrieval Augmented Generation Systems

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-26 | ⏱️ Read time: 28 min read

The Architecture, Operational Layers, and Best Practices for Effective RAG Implementation
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πŸ“Œ The Economics of Artificial Intelligence – what does automation mean for workers?

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-25 | ⏱️ Read time: 40 min read

Despite tremendous progress in AI, the economic implications of AI remain inadequately understood, with unsatisfactory…
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πŸ“Œ LLMs.txt Explained

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-28 | ⏱️ Read time: 6 min read

Your guide to the web’s new LLM-ready content standard
πŸ“Œ An Interactive Guide to 4 Fundamental Computer Vision Tasks Using Transformers

πŸ—‚ Category: COMPUTER VISION

πŸ•’ Date: 2025-09-19 | ⏱️ Read time: 14 min read

An overview of 4 fundamental computer vision tasks – image classification, image segmentation, image captioning…
πŸ“Œ How to Select the 5 Most Relevant Documents for AI Search

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-09-19 | ⏱️ Read time: 10 min read

Improve the document retrieval step of your RAG pipeline
πŸ“Œ How Can Self-Driving Cars Work Better?

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-28 | ⏱️ Read time: 8 min read

The far-reaching implications of Waymo’s EMMA and other end-to-end driving systems
πŸ“Œ How to Transition from Engineering to Data Science

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-27 | ⏱️ Read time: 7 min read

AI for engineers: experience of an engineering graduate
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πŸ“Œ How to Prune LLaMA 3.2 and Similar Large Language Models

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2024-11-27 | ⏱️ Read time: 17 min read

This article presents a structured pruning technique for state-of-the-art models, that uses a GLU architecture,…
πŸ“Œ AI Agents in Networking Industry

πŸ—‚ Category:

πŸ•’ Date: 2024-11-27 | ⏱️ Read time: 11 min read

AI Agents for deploying, configuring and monitoring Networks
πŸ“Œ Effortless Data Handling: Find Variables Across Multiple Data Files with R

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-27 | ⏱️ Read time: 8 min read

A practical solution with code and workflow