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 Is Your Model Time-Blind? The Case for Cyclical Feature Encoding

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-24 | ⏱️ Read time: 7 min read

How cyclical encoding improves machine learning prediction

#DataScience #AI #Python
πŸ“Œ 4 Techniques to Optimize AI Coding Efficiency

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-12-24 | ⏱️ Read time: 8 min read

Learn how to code more effectively using AI

#DataScience #AI #Python
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πŸ“Œ Bonferroni vs. Benjamini-Hochberg: Choosing Your P-Value Correction

πŸ—‚ Category: STATISTICS

πŸ•’ Date: 2025-12-24 | ⏱️ Read time: 11 min read

Multiple hypothesis testing, P-values, and Monte Carlo

#DataScience #AI #Python
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πŸ“Œ Keeping Probabilities Honest: The Jacobian Adjustment

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-25 | ⏱️ Read time: 10 min read

An intuitive explanation of transforming random variables correctly.

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πŸ“Œ Why MAP and MRR Fail for Search Ranking (and What to Use Instead)

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-25 | ⏱️ Read time: 9 min read

MAP and MRR look intuitive, but they quietly break ranking evaluation. Here’s why these metrics…

#DataScience #AI #Python
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πŸ“Œ Think Your Python Code Is Slow? Stop Guessing and Start Measuring

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-12-26 | ⏱️ Read time: 13 min read

A hands-on tour of using cProfile + SnakeViz to find (and fix) the β€œhot” paths…

#DataScience #AI #Python
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πŸ“Œ How to Build an AI-Powered Weather ETL Pipeline with Databricks and GPT-4o: From API To Dashboard

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-12-26 | ⏱️ Read time: 11 min read

A step-by-step guide from weather API ETL to dashboard on Databricks

#DataScience #AI #Python
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πŸ“Œ Exploring TabPFN: A Foundation Model Built for Tabular Data

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-27 | ⏱️ Read time: 11 min read

Understanding the architecture, training pipeline and implementing TabPFN in practice

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πŸ“Œ How IntelliNode Automates Complex Workflows with Vibe Agents

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2025-12-27 | ⏱️ Read time: 6 min read

Many AI systems focus on isolated tasks or simple prompt engineering. This approach allowed us…

#DataScience #AI #Python
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πŸ“Œ Hugging Face Transformers in Action: Learning How To Leverage AI for NLP

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-28 | ⏱️ Read time: 9 min read

A practical guide to Hugging Face Transformers and to how you can analyze your resumé…

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πŸ“Œ Breaking the Hardware Barrier: Software FP8 for Older GPUs

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2025-12-28 | ⏱️ Read time: 8 min read

Deep learning workloads are increasingly memory-bound, with GPU cores sitting idle while waiting for data…

#DataScience #AI #Python
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πŸ“Œ How to Facilitate Effective AI Programming

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-29 | ⏱️ Read time: 7 min read

How to ensure your coding agent has the same context as you

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πŸ“Œ Machine Learning vs AI Engineer: What Are the Differences?

πŸ—‚ Category: CAREER ADVICE

πŸ•’ Date: 2025-12-29 | ⏱️ Read time: 7 min read

One of the most confusing questions in tech right now is: What is the difference…

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πŸ“Œ Implementing Vibe Proving with Reinforcement Learning

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-29 | ⏱️ Read time: 9 min read

How to make LLMs reason with verifiable, step-by-step logic (Part 2)

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πŸ“Œ Overcoming Nonsmoothness and Control Chattering in Nonconvex Optimal Control Problems

πŸ—‚ Category: ROBOTICS

πŸ•’ Date: 2025-12-30 | ⏱️ Read time: 17 min read

With some hints for good numerics

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Bonus 1: AUC in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-30 | ⏱️ Read time: 8 min read

AUC measures how well a model ranks positives above negatives, independent of any chosen threshold.

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πŸ“Œ Agents Under the Curve (AUC)

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2025-12-30 | ⏱️ Read time: 15 min read

Towards understanding if your agentic solution is actually better

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πŸ“Œ Production-Ready LLMs Made Simple with the NeMo Agent Toolkit

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2025-12-31 | ⏱️ Read time: 23 min read

From simple chat to multi-agent reasoning and real-time REST APIs

#DataScience #AI #Python