Data Science

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Exploring Music Transcription with Multi-Modal Language Models

Exploring Music Transcription with Multi-Modal Language...

Using Qwen2-Audio to transcribe music into sheet musicImage by authorAutomatic m...

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Spoiler Alert: The Magic of RAG Does Not Come from AI

Spoiler Alert: The Magic of RAG Does Not Come from AI

Why retrieval, not generation, makes RAG systems magicalQuick POCsMost quick pro...

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How to Reduce Python Runtime for Demanding Tasks

How to Reduce Python Runtime for Demanding Tasks

Practical techniques to accelerate heavy workloads with GPU optimization in Pyth...

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From Local to Cloud: Estimating GPU Resources for Open-Source LLMs

From Local to Cloud: Estimating GPU Resources for Open-...

Estimating GPU memory for deploying the latest open-source LLMsContinue reading ...

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Excel Spreadsheets Are Dead for Big Data. Companies Need More Python Instead.

Excel Spreadsheets Are Dead for Big Data. Companies Nee...

Data is getting too complicated for Excel to keep upContinue reading on Towards ...

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Why Most Cross-Validation Visualizations Are Wrong (And How to Fix Them)

Why Most Cross-Validation Visualizations Are Wrong (And...

MODEL VALIDATION & OPTIMIZATIONStop using moving boxes!You know those cross-vali...

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Open the Artificial Brain: Sparse Autoencoders for LLM Inspection

Open the Artificial Brain: Sparse Autoencoders for LLM ...

A deep dive into LLM visualization and interpretation using sparse autoencodersC...

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Why STEM Is Important for Any Data Scientist

Why STEM Is Important for Any Data Scientist

3 cases to prove this from my own experiencePhoto by Ashley Batz on UnsplashFore...

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Outlier Detection using Random Forest Regressors: Leveraging Algorithm Strengths to your Advantage

Outlier Detection using Random Forest Regressors: Lever...

Unlock context aware anomaly insights in water consumption with Random Forest Re...

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Gradient Boosting Regressor, Explained: A Visual Guide with Code Examples

Gradient Boosting Regressor, Explained: A Visual Guide ...

ENSEMBLE LEARNINGFitting to errors one booster stage at a timeDecision Tree Regr...

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Set Up a Local ChatGPT-Like Interface + Copilot in Less Than 10 Minutes

Set Up a Local ChatGPT-Like Interface + Copilot in Less...

Using Ollama, Llama3, Continue, and Open WebUI to bring a safe, local, open sour...

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Ontology Reasoning in Knowledge Graphs

Ontology Reasoning in Knowledge Graphs

A Python hands-on guide to understand the principles of generating new knowledge...

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Field Boundary Detection in Satellite Imagery Using the SAM2 Model

Field Boundary Detection in Satellite Imagery Using the...

Step-by-Step Tutorial on Applying Segment Anything Model Version 2 to Satellite ...

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Feature Engineering Techniques for Healthcare Data Analysis — Part I.

Feature Engineering Techniques for Healthcare Data Anal...

Feature engineering techniques for healthcare data analysis, focusing on real-wo...

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ROI Worship Can Be Bad For Business

ROI Worship Can Be Bad For Business

Watch out for these three ways too much of a good thing can be dangerousContinue...

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Of LLMs, Gradients, and Quantum Mechanics

Of LLMs, Gradients, and Quantum Mechanics

Can Quantum Computing help improving our ability to train Large Neural Networks ...

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