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 Lessons Learned After 6.5 Years Of Machine Learning

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-06-30 | ⏱️ Read time: 7 min read

Deep work, trends, data, and research
πŸ“Œ From Pixels to Plots

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-06-30 | ⏱️ Read time: 16 min read

How I built an AI-powered prototype to turn images into insights
πŸ“Œ Become a Better Data Scientist with These Prompt Engineering Tips and Tricks

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-06-30 | ⏱️ Read time: 11 min read

Part 1: prompt engineering for planning, cleaning, and EDA
πŸ“Œ The End-to-End Data Scientist’s Prompt Playbook

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-09-08 | ⏱️ Read time: 10 min read

Part 3: Prompts for docs, DevOps, and stakeholder communication
πŸ“Œ A Developer’s Guide to Building Scalable AI: Workflows vs Agents

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-06-27 | ⏱️ Read time: 38 min read

A practical guide to choosing between AI agents and workflows for production systems, covering the…
πŸ“Œ Pipelining AI/ML Training Workloads with CUDA Streams

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-06-26 | ⏱️ Read time: 12 min read

PyTorch Model Performance Analysis and Optimization β€” Part 9
πŸ“Œ A Caching Strategy for Identifying Bottlenecks on the Data Input Pipeline

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-06-26 | ⏱️ Read time: 16 min read

PyTorch model performance analysis and optimization β€” Part 8
πŸ“Œ Hitchhiker’s Guide to RAG with ChatGPT API and LangChain

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-06-26 | ⏱️ Read time: 7 min read

Build a simple Python RAG pipeline using your local files as context
πŸ“Œ Data Science: From School to Work, Part V

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-06-26 | ⏱️ Read time: 18 min read

How to profile your Python project
πŸ“Œ The Mythical Pivot Point from Buy to Build for Data Platforms

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-06-26 | ⏱️ Read time: 10 min read

For companies with data-intensive architectures, there often comes a pivotal point where building in-house data…
πŸ“Œ AI Agent with Multi-Session Memory

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-06-26 | ⏱️ Read time: 9 min read

Build from scratch using only Python & Ollama (no GPU, no APIKEY)
πŸ“Œ Use OpenAI Whisper for Automated Transcriptions

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-06-25 | ⏱️ Read time: 8 min read

Streamline your computer interactions using OpenAI’s Whisper model
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πŸ“Œ Economic Cycle Synchronization with Dynamic Time Warping

πŸ—‚ Category: ECONOMICS

πŸ•’ Date: 2025-06-25 | ⏱️ Read time: 7 min read

The case of the Eurozone
πŸ“Œ How to Train a Chatbot Using RAG and Custom Data

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-06-25 | ⏱️ Read time: 6 min read

Retrieval-Augmented Generation made easy with Llama
πŸ“Œ Stop Chasing β€œEfficiency AI.” The Real Value Is in β€œOpportunity AI.”

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-06-25 | ⏱️ Read time: 11 min read

Companies pursuing incremental productivity gains risk being displaced by AI-native competitors building entirely new business…
πŸ“Œ Data Has No Moat!

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-06-24 | ⏱️ Read time: 7 min read

Only if you ignore data quality
πŸ“Œ Agentic AI: Implementing Long-Term Memory

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-06-24 | ⏱️ Read time: 11 min read

The problem and current solutions
πŸ“Œ Why Your Next LLM Might Not Have A Tokenizer

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-06-24 | ⏱️ Read time: 16 min read

The Tokenizer Has Been a Necessary Evil, but This Radical Approach Shows That It Might…
πŸ“Œ Build Multi-Agent Apps with OpenAI’s Agent SDK

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-06-24 | ⏱️ Read time: 21 min read

Creating multi-agent apps is simple with this open-source SDK, and it can be used with…
πŸ“Œ Reinforcement Learning from Human Feedback, Explained Simply

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-06-23 | ⏱️ Read time: 7 min read

The one technique that made ChatGPT so smart
πŸ“Œ Programming, Not Prompting: A Hands-On Guide to DSPy

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-06-23 | ⏱️ Read time: 16 min read

A practical deep dive into declarative AI programming