Machine Learning
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Real Machine Learning β€” simple, practical, and built on experience.
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Admin: @HusseinSheikho || @Hussein_Sheikho
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πŸ“Œ How To Learn AI (Roadmap)

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-05 | ⏱️ Read time: 11 min read

A full breakdown of how you can learn AI this year effectively
πŸ“Œ The Secret Network of Owls

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-04 | ⏱️ Read time: 6 min read

A data-based tribute to the International Owl Awareness Day
πŸ“Œ Data Value Lineage, meaning at last?

πŸ—‚ Category:

πŸ•’ Date: 2024-08-04 | ⏱️ Read time: 10 min read

Maximise the business value of your data
πŸ“Œ An Introduction to Quantile Loss, a.k.a. the Pinball Loss

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-08-04 | ⏱️ Read time: 7 min read

Learn the intuition behind the metric used to evaluate probabilistic forecasts
πŸ“Œ Easy Object Detection with Yolo-NAS

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-03 | ⏱️ Read time: 7 min read

Learn how to do object detection with Python using yolo-NAS
πŸ“Œ Productionizing a RAG App with Prefect, Weave, and RAGAS

πŸ—‚ Category:

πŸ•’ Date: 2024-08-03 | ⏱️ Read time: 14 min read

Adding evaluation, automated data pulling, and other improvements.
πŸ“Œ Predicting metadata for Humanitarian datasets with LLMs part 2 – An alternative to fine-tuning

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-03 | ⏱️ Read time: 34 min read

Using LLM prompting for tagging metadata on humanitarian datasets
πŸ“Œ Embracing Simplicity and Composability in Data Engineering

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-08-03 | ⏱️ Read time: 11 min read

Lessons from 30+ years in data engineering: The overlooked value of keeping it simple
πŸ“Œ PySpark Explained: Delta Tables

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-03 | ⏱️ Read time: 15 min read

Learn how to use the building blocks of Delta Lakes.
πŸ“Œ Text Vectorization Demystified: Transforming Language into Data

πŸ—‚ Category:

πŸ•’ Date: 2024-08-03 | ⏱️ Read time: 13 min read

An intuitive guide to text vectorization
πŸ“Œ Train/Fine-Tune Segment Anything 2 (SAM 2) in 60 Lines of Code

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-08-03 | ⏱️ Read time: 15 min read

A step-by-step tutorial for fine-tuning SAM2 for custom segmentation tasks.
πŸ“Œ 5 PCA Visualizations You Must Try On Your Next Data Science Project

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-08-02 | ⏱️ Read time: 8 min read

Which features carry the most weight? How do original features contribute to principal components? These…
πŸ“Œ AI Hallucinations: Can Memory Hold the Answer?

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-08-02 | ⏱️ Read time: 7 min read

Exploring How Memory Mechanisms Can Mitigate Hallucinations in Large Language Models
πŸ“Œ TDS Newsletter: September Must-Reads on ML Career Roadmaps, Python Essentials, AI Agents, and More

πŸ—‚ Category: THE VARIABLE

πŸ•’ Date: 2025-10-02 | ⏱️ Read time: 3 min read

Don’t miss our most-read and -shared articles of the past month
πŸ“Œ Python Code Playground in MkDocs

πŸ—‚ Category: PRODUCTIVITY

πŸ•’ Date: 2024-08-02 | ⏱️ Read time: 6 min read

Making documentation come to life
πŸ“Œ 3 Surprising Use-cases for Branching in Airflow you’ve not seen before

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-08-02 | ⏱️ Read time: 4 min read

Introduction How often is it that you’re writing a Data Pipeline and then you wish…
πŸ“Œ The Top 10 Data Lifecycle Problems that Data Engineering Solves

πŸ—‚ Category: ANALYTICS

πŸ•’ Date: 2024-08-02 | ⏱️ Read time: 16 min read

Clear strategies for addressing key pain points
πŸ“Œ How I Built My First RAG Pipeline

πŸ—‚ Category:

πŸ•’ Date: 2024-08-02 | ⏱️ Read time: 6 min read

A RAG pipeline to answer all of your recruiters’ questions for you!
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πŸ“Œ Building a RAG Pipeline with MongoDB: Vector Search for Personalized Movie Picks

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2024-08-01 | ⏱️ Read time: 9 min read

Learn how to integrate LLMs and MongoDB for precise, context-aware suggestion systems
πŸ“Œ Economics of Generative AI

πŸ—‚ Category: BUSINESS

πŸ•’ Date: 2024-08-01 | ⏱️ Read time: 8 min read

What’s the business model for generative AI, given what we know today about the technology…