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 How Your Prompts Lead AI Astray

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-29 | ⏱️ Read time: 7 min read

Practical tips to recognise and avoid prompt bias.
πŸ“Œ How to Evaluate Graph Retrieval in MCP Agentic Systems

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-29 | ⏱️ Read time: 9 min read

A framework for measuring retrieval quality in Model Context Protocol agents.
πŸ“Œ Physics-Informed Neural Networks for Inverse PDE Problems

πŸ—‚ Category: PHYSICS

πŸ•’ Date: 2025-07-29 | ⏱️ Read time: 11 min read

Solving the Heat Equation using DeepXDE.
πŸ“Œ Mastering NLP with spaCYβ€Šβ€”β€ŠPart 1

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-29 | ⏱️ Read time: 6 min read

Learn about tokenization, lemmatization and the core operations.
πŸ“Œ The Stanford Framework That Turns AI into Your PM Superpower

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-28 | ⏱️ Read time: 6 min read

A human-centric guide to AI automation for product managers.
πŸ“Œ Talk to my Agent

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-28 | ⏱️ Read time: 9 min read

The exciting new world of designing conversation driven APIs for LLMs.
πŸ“Œ End-to-End AWS RDS Setup with Bastion Host Using Terraform

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-28 | ⏱️ Read time: 11 min read

Learn how to automate secure AWS infrastructure using Terraform β€” including VPC, public/private subnets, a…
πŸ“Œ Declarative and Imperative Prompt Engineering for Generative AI

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-25 | ⏱️ Read time: 9 min read

Conceptual overview and practical considerations
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πŸ“Œ What Is a Query Folding in Power BI and Why should You Care?

πŸ—‚ Category: DATA ANALYSIS

πŸ•’ Date: 2025-07-25 | ⏱️ Read time: 21 min read

β€œWill that break a query folding?” β€œDoes your query fold?”… Maybe someone asked you those…
πŸ“Œ How I Fine-Tuned Granite-Vision 2B to Beat a 90B Model β€” Insights and Lessons Learned

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-25 | ⏱️ Read time: 24 min read

A hands-on journey exploring fine-tuning techniques that unlock the power of small vision models.
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πŸ“Œ When 50/50 Isn’t Optimal: Debunking Even Rebalancing

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 7 min read

A new theory of class imbalance demonstrates that the optimal training imbalance in a binary…
πŸ“Œ Getting AI Discovery Right

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 17 min read

A guide to ideating, validating, and prioritizing your AI use cases
πŸ“Œ How Do Grayscale Images Affect Visual Anomaly Detection?

πŸ—‚ Category: COMPUTER VISION

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 7 min read

A practical exploration focusing on performance and speed
πŸ“Œ Optimize for Impact: How to Stay Ahead of Gen AI and Thrive as a Data Scientist

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 13 min read

The data scientists who survive won’t be the ones who code better than ChatGPTβ€”they’ll be…
πŸ“Œ Automating Ticket Creation in Jira With the OpenAI Agents SDK: A Step-by-Step Guide

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 16 min read

Learn how to create AI Agents using the OpenAI Agents SDK to automate Jira ticket…
πŸ“Œ LLMs Continue to Evolve. So Should Your Skill Set.

πŸ—‚ Category: THE VARIABLE

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 3 min read

This week, we highlight three articles that focus on emerging topics and techniques around large…
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πŸ“Œ The Beauty of Space-Filling Curves: Understanding the Hilbert Curve

πŸ—‚ Category: MATH

πŸ•’ Date: 2025-09-07 | ⏱️ Read time: 17 min read

A quick journey from theory to implementation and application
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πŸ“Œ Preventing Context Overload: Controlled Neo4j MCP Cypher Responses for LLMs

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2025-09-07 | ⏱️ Read time: 4 min read

How timeouts, truncation, and result sanitization keep Cypher outputs LLM-ready
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πŸ“Œ Why BI in the AI Age

πŸ—‚ Category: SPONSORED CONTENT

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 9 min read

An argument for human-led analysis (at least for now)
πŸ“Œ Multi-head Attention is a Fancy Addition Machine

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 8 min read

β€œAttention is All you Need” showed attention as a sequence of multiplicative and concat operations…
πŸ“Œ How Not to Mislead with Your Data-Driven Story

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-23 | ⏱️ Read time: 22 min read

Data storytelling can enlightenβ€”but it can also deceive. When persuasive narratives meet biased framing, cherry-picked…