Artificial Intelligence
Machine Learning Interactive System Designing
Design interactive machine learning systems with practical guidance on architecture, data, models, APIs, workflows, and deployment.
Category: Artificial Intelligence
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Artificial Intelligence
Monitoring LLM
An LLM application can look perfectly healthy on the surface. The API is responding, users are getting answers, and the application dashboard is showing…
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Artificial Intelligence
What LLM Engineers Actually Build?
Discover how LLM engineering transforms raw AI models into scalable, accurate enterprise systems using data pipelines, RAG, and optimization techniques.
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Artificial Intelligence
How Anthropic Internal Code Leaked via the Public npm Registry?
So, you’ve probably seen the news about the internal code exposure. It sounds like a sophisticated breach, but in reality, it was a classic…
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Artificial Intelligence
Understanding Pre-Training in Large Language Models
Pre-training is the phase where we teach a model how language works. Before a model can answer questions, write code, or chat with us,…
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Artificial Intelligence
An Introduction to Vision Language Model
AI application now a days are not only generating texts , but also images, audio and videos. The similar approach of transformer architecture is…
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Artificial Intelligence
Tokens and logits relation in LLM
A token is a piece of text the model understands. It may be: a word part of a word punctuation space Now each token…
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Artificial Intelligence
Understanding Attention Heads in LLMs
The attention heads live inside the Transformer layer Each Transformer layer actually contains two main parts: 1 Multi-Head Self Attention2 Feed Forward…
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Artificial Intelligence
How logits are formed in LLM?
The model scores (logits) come from the last neural network layer of the transformer. After many transformer layers, the model produces a vector that…
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Artificial Intelligence
Softmax and how LLM is predicting the next word
How does an LLM pick the next word? A simple look at softmax, which turns raw scores into probabilities, with a small worked example.
