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
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πŸ“Œ PyTorch Tabular: A Review

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-07-16 | ⏱️ Read time: 8 min read

An overview for getting up and running quickly, while avoiding confusion
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πŸ“Œ The Math Behind Multi-Head Attention in Transformers

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-16 | ⏱️ Read time: 18 min read

Deep Dive into Multi-Head Attention, the secret element in Transformers and LLMs. Let’s explore its…
πŸ“Œ The Ultimate Guide to Finding Outliers in Your Time-Series Data (Part 3)

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-16 | ⏱️ Read time: 17 min read

Outliers Found: Now What? A Guide to Treatment Options
πŸ“Œ The Ultimate Guide to Finding Outliers in Your Time-Series Data (Part 3)

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-16 | ⏱️ Read time: 1 min read

Outliers Found: Now What? A Guide to Treatment Options
πŸ€–πŸ§  Build a Large Language Model From Scratch: A Step-by-Step Guide to Understanding and Creating LLMs

πŸ—“οΈ 08 Oct 2025
πŸ“š AI News & Trends

In recent years, Large Language Models (LLMs) have revolutionized the world of Artificial Intelligence (AI). From ChatGPT and Claude to Llama and Mistral, these models power the conversational systems, copilots, and generative tools that dominate today’s AI landscape. However, for most developers and learners, the inner workings of these systems remain a mystery until now. ...

#LargeLanguageModels #LLM #ArtificialIntelligence #DeepLearning #MachineLearning #AIGuides
πŸ“Œ How to Manipulate the Total in Power BI

πŸ—‚ Category:

πŸ•’ Date: 2024-07-16 | ⏱️ Read time: 8 min read

In most cases, the total aggregates the detail rows in a visual. But what if…
πŸ“Œ The LLM Triangle Principles to Architect Reliable AI Apps

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-16 | ⏱️ Read time: 19 min read

Software design principles for thoughtfully designing reliable, high-performing LLM applications
πŸ“Œ Hacking β€œCodenames” with GloVe Embeddings

πŸ—‚ Category: NATURAL LANGUAGE PROCESSING

πŸ•’ Date: 2024-07-16 | ⏱️ Read time: 7 min read

Using a GloVe embedding-based algorithm to achieve 100% accuracy on the popular party game β€œCodenames”
πŸ“Œ Topic Modeling Open-Source Research with the OpenAlex API

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-15 | ⏱️ Read time: 10 min read

An overview of topic modeling global research through the OpenAlex API and visualizing results
πŸ€–πŸ§  OpenAI’s AgentKit: Transforming How Developers Build and Deploy AI Agents

πŸ—“οΈ 08 Oct 2025
πŸ“š AI News & Trends

OpenAI continues to redefine the frontiers of artificial intelligence with the introduction of AgentKit a powerful all-in-one toolkit designed to simplify and accelerate how developers build and deploy AI agents. Unveiled during OpenAI’s Dev Day on October 6, 2025, AgentKit marks a transformative leap in agentic AI technology giving developers and organizations the ability to ...

#OpenAI #AgentKit #AIAgents #ArtificialIntelligence #DeveloperTools #AIInnovation
πŸ“Œ PyEnv & Poetry Tutorial: Ultimate Data Science Setup

πŸ—‚ Category: CODING

πŸ•’ Date: 2024-07-15 | ⏱️ Read time: 8 min read

How to use PyEnv and Poetry together for your environment and package management for data…
πŸ“Œ PySpark Explained: User-Defined Functions

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-07-15 | ⏱️ Read time: 10 min read

What are they, and how do you use them?
πŸ“Œ VerifAI Project: Open Source Biomedical Question Answering with Verified Answers

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2024-07-15 | ⏱️ Read time: 14 min read

Experiences from building LLM-based (Mistral 7B) biomedical question-answering system with hallucination detection method
πŸ“Œ Your 15-Minute Guide on Using Causal Inference in Business (with Placebo Tests)

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-15 | ⏱️ Read time: 22 min read

β€œCorrelation does not mean causation.” So let’s calculate causation.
πŸ€–πŸ§  Ling-1T by inclusionAI: The Future of Smarter, Faster and More Efficient AI Models

πŸ—“οΈ 09 Oct 2025
πŸ“š AI News & Trends

Artificial Intelligence is evolving at lightning speed and inclusionAI’s Ling-1T is one of the most exciting innovations leading the charge. Built on the advanced Ling 2.0 architecture, Ling-1T is a trillion-parameter model designed to combine incredible reasoning power, speed and scalability in one open-source system. Image Source : Hugging Face Unlike many AI models that ...

#Ling1T #inclusionAI #ArtificialIntelligence #OpenSourceAI #LargeLanguageModels #AIArchitecture
πŸ“Œ A Sanity Check on β€˜Emergent Properties’ in Large Language Models

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-07-15 | ⏱️ Read time: 14 min read

LLMs are often said to have ’emergent properties’. But what do we even mean by…
πŸ“Œ Sampling from Multivariate Distributions: From Statistical to Generative Modeling

πŸ—‚ Category:

πŸ•’ Date: 2024-07-15 | ⏱️ Read time: 9 min read

Bridging classic statistical methods and cutting-edge generative AI models for sampling from multivariate distributions.
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πŸ“Œ Advanced Retrieval Techniques in a World of 2M Token Context Windows Part 1

πŸ—‚ Category:

πŸ•’ Date: 2024-07-15 | ⏱️ Read time: 7 min read

Exploring RAG techniques to improve retrieval
πŸ“Œ Chaining Pandas Operations: Strengths and Limitations

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-15 | ⏱️ Read time: 20 min read

Learn when it’s worth chaining Pandas operations in pipes.
πŸ“Œ LLM Agents Demystified

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-14 | ⏱️ Read time: 16 min read

Hands-on ReAct agent implementation with AdalFlow library