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 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…

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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

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πŸ“Œ What Advent of Code Has Taught Me About Data Science

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-12-31 | ⏱️ Read time: 10 min read

Five key learnings that I discovered during a programming challenge and how they apply to…

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πŸ“Œ Chunk Size as an Experimental Variable in RAG Systems

πŸ—‚ Category: LARGE LANGUAGE MODELS

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

Understanding retrieval in RAG systems by experimenting with different chunk sizes

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Bonus 2: Gradient Descent Variants in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-31 | ⏱️ Read time: 8 min read

Gradient Descent, Momentum, RMSProp, and Adam all aim for the same minimum. They do not…

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πŸ“Œ EDA in Public (Part 3): RFM Analysis for Customer Segmentation in Pandas

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2026-01-01 | ⏱️ Read time: 13 min read

How to build, score, and interpret RFM segments step by step

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πŸ“Œ Deep Reinforcement Learning: The Actor-Critic Method

πŸ—‚ Category: REINFORCEMENT LEARNING

πŸ•’ Date: 2026-01-01 | ⏱️ Read time: 19 min read

Robot friends collaborate to learn to fly a drone

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πŸ“Œ Drift Detection in Robust Machine Learning Systems

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2026-01-02 | ⏱️ Read time: 18 min read

A prerequisite for long-term success of machine learning systems

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