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 How to Create Well-Styled Streamlit Dataframes, Part 1: Using the Pandas Styler

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 6 min read

Streamlit and the pandas Styler object are not friends. But, we will change that!
πŸ“Œ Towards Mamba State Space Models for Images, Videos and Time Series

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 20 min read

Part 1
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πŸ“Œ Dummy Classifier Explained: A Visual Guide with Code Examples for Beginners

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 7 min read

Setting the Bar in Machine Learning with Simple Baseline Models
πŸ“Œ Must-Know in Statistics: The Bivariate Normal Projection Explained

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 7 min read

Derivation and practical examples of this powerful concept
πŸ“Œ Must-Know Techniques for Handling Big Data in Hive

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 8 min read

HQL’s Unique Features- PARTITIONED BY, STORED AS, DISTRIBUTE BY / CLUSTER BY, LATERAL VIEW with…
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πŸ“Œ VAE for Time Series

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 11 min read

Generate realistic sequential data with this easy-to-train model
πŸ“Œ Heckman Selection Bias Modeling in Causal Studies

πŸ—‚ Category: STATISTICS

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 9 min read

How selection bias is related to the identification assumptions of OLS, and what steps should…
πŸ“Œ How to Talk to a PDF File Without Using Proprietary Models: CLI + Streamlit + Ollama

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-14 | ⏱️ Read time: 17 min read

A contribution to the creation of a locally executed, free PDF chat app with Streamlit…
πŸ“Œ Massive Energy for Massive GPU Empowering AI

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-18 | ⏱️ Read time: 7 min read

Massive GPUs for AI model training and deployment require significant energy. As AI scales, optimizing…
πŸ“Œ The Math Behind Keras 3 Optimizers: Deep Understanding and Application

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-17 | ⏱️ Read time: 9 min read

This is a bit different from what the books say.
πŸ“Œ Exploring cancer types with neo4j

πŸ—‚ Category:

πŸ•’ Date: 2024-08-17 | ⏱️ Read time: 7 min read

How to identify and visualise clusters in knowledge graphs
πŸ“Œ Adapting the Azure Landing Zone for a Data Platform in the Cloud

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 8 min read

Working with sensitive data or within a highly regulated environment requires safe and secure cloud…
πŸ“Œ Writing a Good Job Description for Data Science/Machine Learning

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 16 min read

Things to do and things to avoid in order to find the right candidates for…
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πŸ“Œ How to Build Helpful RAGs with Query Routing.

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 11 min read

An LLM can handle general routing. Semantic search can handle private data better. Which one…
πŸ“Œ The Missing Piece: Symbolic AI’s Role in Solving Generative AI Hurdles

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 9 min read

Symbolic reasoning may still be alive…
πŸ“Œ Mastering Data Streaming in Python

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 13 min read

Best Practices for Real-Time Analytics
πŸ“Œ Squashing the Average: A Dive into Penalized Quantile Regression for Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 5 min read

How to build penalized quantile regression models (with code!)
πŸ“Œ Bad Assumptions – The Downfall of Even Experienced Data Scientists

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-16 | ⏱️ Read time: 11 min read

Data can be deceptive, so be on your toes!
πŸ“Œ This Puzzle Shows Just How Far LLMs Have Progressed in a Little Over a Year

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-10-07 | ⏱️ Read time: 10 min read

What took GPT-4o 2 hours to solve, Sonnet 4.5 does in 5 seconds
πŸ“Œ How to Perform Effective Agentic Context Engineering

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-10-07 | ⏱️ Read time: 14 min read

Learn how to optimize the context of your agents, for powerful agentic performance