Evaluating Perplexity on Language Models

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This article is divided into two parts; they are: • What Is...

3 Smart Ways to Encode Categorical Features for Machine Learning

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If you spend any time working with real-world data, you quickly realize...

Pretraining a Llama Model on Your Local GPU

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Rotary Position Embeddings for Long Context Length

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This article is divided into two parts; they are: • Simple RoPE...

How to Fine-Tune a Local Mistral or Llama 3 Model on Your Own Dataset

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Large language models (LLMs) like Mistral 7B and Llama 3 8B have...

5 Agentic Coding Tips & Tricks

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The Real Cost of Inaction: How Silos Hurt Productivity for Data Scientists (Sponsored)

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Top 5 Vector Databases for High-Performance LLM Applications

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Building AI applications often requires searching through millions of documents, finding similar...

The Machine Learning Engineer’s Checklist: Best Practices for Reliable Models

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Transformer vs LSTM for Time Series: Which Works Better?

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How LLMs Choose Their Words: A Practical Walk-Through of Logits, Softmax and Sampling

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This article is divided into four parts; they are: • How Logits...

3 Feature Engineering Techniques for Unstructured Text Data

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Machine learning models possess a fundamental limitation that often frustrates newcomers to...