Machine Learning
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Real Machine Learning β€” simple, practical, and built on experience.
Learn step by step with clear explanations and working code.

Admin: @HusseinSheikho || @Hussein_Sheikho
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πŸ“Œ Analytics Frameworks Every Data Scientist Should Know

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-28 | ⏱️ Read time: 12 min read

Why I believe my experience at McKinsey made me a better data scientist
πŸ“Œ Need for Speed: Streamlit vs Functool Caching

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-28 | ⏱️ Read time: 14 min read

Comparing the performance of streamlit and functools caching for pandas and polars. The results will…
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πŸ“Œ Boosting LLM Inference Speed Using Speculative Decoding

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-27 | ⏱️ Read time: 7 min read

A practical guide on using cutting-edge optimization techniques to speed up inference
πŸ“Œ Building a Robust Data Observability Framework to Ensure Data Quality and Integrity

πŸ—‚ Category:

πŸ•’ Date: 2024-08-27 | ⏱️ Read time: 9 min read

How can we improve observability with open-source tools?
πŸ“Œ The MMD-Critic Method, Explained

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-27 | ⏱️ Read time: 12 min read

A powerful yet under-the-radar method for data summarization and explainable AI
πŸ“Œ Building a Command-Line Quiz Application in R

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-10-05 | ⏱️ Read time: 6 min read

Practice control flow, input handling, and functions in R by creating an interactive quiz game.
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πŸ“Œ Missing Value Imputation, Explained: A Visual Guide with Code Examples for Beginners

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-27 | ⏱️ Read time: 13 min read

One (tiny) dataset, six imputation methods?
πŸ“Œ When AI Artists Compete:

πŸ—‚ Category: ART

πŸ•’ Date: 2024-08-27 | ⏱️ Read time: 10 min read

Insights from My Generative Art Experiment
πŸ“Œ A Machine Learning Mobius: Can Models Learn from Each Other?

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-27 | ⏱️ Read time: 18 min read

Novel twists in synthetic data and learning paradigms
πŸ“Œ How to Effectively Detect Objects with Meta’s Image Segmentation Model: SAM 2

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-27 | ⏱️ Read time: 12 min read

Learn how to utilize Meta’s new SAM 2 model to segment anything
πŸ“Œ How to Color Polars DataFrame

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-27 | ⏱️ Read time: 6 min read

Continue working with the Polars library while being able to color and style the table
πŸ“Œ Exploring the Strategic Capabilities of LLMs in a Risk Game Setting

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-27 | ⏱️ Read time: 39 min read

In a simulated Risk environment, large language models from Anthropic, OpenAI, and Meta showcase distinct…
πŸ“Œ AWS DeepRacer : A Practical Guide to Reducing The Sim2Real Gap – Part 2 || Training Guide

πŸ—‚ Category: ROBOTICS

πŸ•’ Date: 2024-08-26 | ⏱️ Read time: 13 min read

This article describes how to train the AWS DeepRacer to drive safely around a track…
πŸ“Œ No Baseline? No Benchmarks? No Biggie! An Experimental Approach to Agile Chatbot Development

πŸ—‚ Category: INNOVATION

πŸ•’ Date: 2024-08-26 | ⏱️ Read time: 15 min read

Lessons learned bringing LLM-based products to production
πŸ“Œ How to Achieve Near Human-Level Performance in Chunking for RAGs

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-26 | ⏱️ Read time: 10 min read

The costly yet powerful splitting technique for superior RAG retrieval
πŸ“Œ How Can We Continually Adapt Vision-Language Models?

πŸ—‚ Category:

πŸ•’ Date: 2024-08-26 | ⏱️ Read time: 9 min read

Exploring Continual Learning Strategies for CLIP.
πŸ“Œ Introducing Markov Decision Processes, Setting up Gymnasium Environments and Solving them via Dynamic Programming Methods

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-26 | ⏱️ Read time: 12 min read

Dissecting β€œReinforcement Learning” by Richard S. Sutton with custom Python implementations, Episode II
πŸ“Œ Tackle Complex LLM Decision-Making with Language Agent Tree Search (LATS) & GPT-4o

πŸ—‚ Category:

πŸ•’ Date: 2024-08-26 | ⏱️ Read time: 11 min read

Enhancing LLM Decision-Making: Integrating Language Agent Tree Search with GPT-4o for Superior Problem Solving
πŸ“Œ Advanced Retrieval Techniques in a World of 2M Token Context Windows: Part 2 on Re-rankers

πŸ—‚ Category:

πŸ•’ Date: 2024-08-26 | ⏱️ Read time: 8 min read

Exploring RAG techniques to improve retrieval accuracy