Machine Learning
@DataScienceM
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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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Machine Learning
38.9K subscribers
Machine Learning
📌 A Visual Exploration of Semantic Text Chunking

🗂 Category: NATURAL LANGUAGE PROCESSING

🕒 Date: 2024-09-19 | ⏱️ Read time: 22 min read

Use embeddings and visualization tools to split text into meaningful chunks
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📌 Principal Component Analysis – Hands-On Tutorial

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-18 | ⏱️ Read time: 13 min read

Dimensionality reduction through Principal Component Analysis (PCA).
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📌 Uncertainty in Markov Decisions Processes: a Robust Linear Programming approach

🗂 Category: MATH

🕒 Date: 2024-09-18 | ⏱️ Read time: 8 min read

Theoretical derivation of the Robust Counterpart of Markov Decision Processes (MDPs) as a Linear Program…
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Forwarded from Python | Machine Learning | Coding | R
Today I am 3️⃣0️⃣ years old, I am excited to make more successes and achievements

My previous year was full of exciting events and economic, political and programmatic noise, but I kept moving forward

Best regards
Eng. @HusseinSheikho 🔤
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Machine Learning
📌 GPU Accelerated Polars – Intuitively and Exhaustively Explained

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2024-09-17 | ⏱️ Read time: 16 min read

Fast Dataframes for Big Problems
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📌 Polars + NVIDIA GPU Tutorial

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-17 | ⏱️ Read time: 4 min read

Using Polars with NVIDIA GPU can speed up your data pipelines
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📌 The Math Behind Kernel Density Estimation

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-17 | ⏱️ Read time: 13 min read

Exploring the foundations, concepts, and math of kernel density estimation
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📌 Model Management with MLflow, Azure, and Docker

🗂 Category: MACHINE LEARNING

🕒 Date: 2024-09-17 | ⏱️ Read time: 11 min read

A guide to tracking experiments and managing models
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📌 Football and Geometry – Passing Networks

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 12 min read

Analyzing Bayer Leverkusen’s Passing Networks from Last Season
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📌 PySpark Explained: The InferSchema Problem

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 10 min read

Think before using this common option when reading large CSV’s
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📌 Introducing NumPy, Part 4: Doing Math with Arrays

🗂 Category:

🕒 Date: 2024-09-16 | ⏱️ Read time: 12 min read

Plus reading and writing array data!
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📌 Disability, Accessibility, and AI

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 11 min read

A discussion of how AI can help and harm people with disabilities
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📌 Teaching Your Model to Learn from Itself

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 6 min read

In machine learning, more data leads to better results. But labeling data can be expensive…
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📌 Vision Mamba: Like a Vision Transformer but Better

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 26 min read

Part 4 – Towards Mamba State Space Models for Images, Videos and Time Series
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📌 Unit Disk Uniform Sampling

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 15 min read

Discover the optimal transformations to apply on the standard 0,1 uniform random generator for uniformly…
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📌 How to Implement State-of-the-Art Masked AutoEncoders (MAE)

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 8 min read

A Step-by-Step Guide to Building MAE with Vision Transformers
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📌 The Data Strategy Choice Cascade

🗂 Category:

🕒 Date: 2024-09-16 | ⏱️ Read time: 23 min read

What your data strategy should look like
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📌 Are Foundation Models Ready for Your Production Tabular Data?

🗂 Category: LARGE DATA MODELS

🕒 Date: 2025-10-01 | ⏱️ Read time: 15 min read

A complete review of architectures to make zero-shot predictions in the most common types of…
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📌 How to Improve the Efficiency of Your PyTorch Training Loop

🗂 Category: DEEP LEARNING

🕒 Date: 2025-10-01 | ⏱️ Read time: 14 min read

Learn how to diagnose and resolve bottlenecks in PyTorch using the numworkers, pinmemory, and profiler…
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📌 Data Visualization Explained (Part 2): An Introduction to Visual Variables

🗂 Category: DATA VISUALIZATION

🕒 Date: 2025-10-01 | ⏱️ Read time: 7 min read

A non-technical and accessible guide to the underlying concept behind visual design: visual encoding channels
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