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 The Root Cause of Why Organizations Fail With Data & AI

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 34 min read

A guide to be successful with the strategic groundwork required
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πŸ“Œ Multimodal Models – LLMs that can see and hear

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 10 min read

An introduction with example Python code
πŸ“Œ Dance between dense and sparse embeddings: Enabling Hybrid Search in LangChain-Milvus

πŸ—‚ Category:

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 7 min read

Dance Between Dense and Sparse Embeddings: Enabling Hybrid Search in LangChain-Milvus How to create and…
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πŸ“Œ Building a Local Voice Assistant with LLMs and Neural Networks on Your CPU Laptop

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-19 | ⏱️ Read time: 6 min read

A practical guide to run lightweight LLMs using python
πŸ“Œ The Metrics of Continual Learning

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 4 min read

These three metrics are commonly used
πŸ“Œ Increasing Transformer Model Efficiency Through Attention Layer Optimization

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 16 min read

How paying β€œbetter” attention can drive ML cost savings
πŸ“Œ Navigating Networks with NetworkX: A Short Guide to Graphs in Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 16 min read

Explore NetworkX for building, analyzing, and visualizing graphs in Python. Discovering Insights in Connected Data.
πŸ“Œ Creating a frontend for your ML application with Vercel V0

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 9 min read

Develop an appealing frontend application using v0 by Vercel
πŸ“Œ Data Validation with Pandera in Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 10 min read

Validating your Dataframes for Production ML Pipelines
πŸ“Œ From Local to Cloud: Estimating GPU Resources for Open-Source LLMs

πŸ—‚ Category:

πŸ•’ Date: 2024-11-18 | ⏱️ Read time: 4 min read

Estimating GPU memory for deploying the latest open-source LLMs
πŸ“Œ How to Reduce Python Runtime for Demanding Tasks

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-17 | ⏱️ Read time: 8 min read

Practical techniques to accelerate heavy workloads with GPU optimization in Python
πŸ“Œ Spoiler Alert: The Magic of RAG Does Not Come from AI

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-11-17 | ⏱️ Read time: 10 min read

Why retrieval, not generation, makes RAG systems magical
πŸ“Œ Exploring Music Transcription with Multi-Modal Language Models

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-17 | ⏱️ Read time: 21 min read

Using Qwen2-Audio to transcribe music into sheet music
πŸ“Œ Open the Artificial Brain: Sparse Autoencoders for LLM Inspection

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-11-16 | ⏱️ Read time: 15 min read

A deep dive into LLM visualization and interpretation using sparse autoencoders
πŸ“Œ Why Most Cross-Validation Visualizations Are Wrong (And How to Fix Them)

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-16 | ⏱️ Read time: 12 min read

Stop using moving boxes!
πŸ“Œ Introduction to the Finite Normal Mixtures in Regression with

πŸ—‚ Category:

πŸ•’ Date: 2024-11-15 | ⏱️ Read time: 8 min read

In this post, we demonstrate how to simulate a finite mixture model for regression using…
πŸ“Œ ROI Worship Can Be Bad For Business

πŸ—‚ Category: BUSINESS

πŸ•’ Date: 2024-11-15 | ⏱️ Read time: 8 min read

Watch out for these three ways too much of a good thing can be dangerous
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πŸ“Œ Field Boundary Detection in Satellite Imagery Using the SAM2 Model

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-15 | ⏱️ Read time: 14 min read

Step-by-Step Tutorial on Applying Segment Anything Model Version 2 to Satellite Imagery for Detecting and…
πŸ“Œ Rewiring My Career: How I Transitioned from Electrical Engineering to Data Engineering

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-11-15 | ⏱️ Read time: 12 min read

Data is booming and so are the job opportunities in this field. A must read…
πŸ“Œ Techniques for Chat Data Analytics with Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-11-15 | ⏱️ Read time: 11 min read

Part II: Topic Extraction with BERTopic
πŸ“Œ Gradient Boosting Regressor, Explained: A Visual Guide with Code Examples

πŸ—‚ Category: MACHINE LEARNING

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

Fitting to errors one booster stage at a time