Quantizing Neural Network Models

by | Nov 18, 2024 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Understanding post-training quantization, quantization-aware training, and the straight through estimatorImage created by authorLarge AI models are resource-intensive. This makes them expensive to use and very expensive to train. A current area of active research,...

Building a Local Voice Assistant with LLMs and Neural Networks on Your CPU Laptop

by | Nov 18, 2024 | Analytics, Artificial Intelligence, Data and Information, Decision Support

A practical guide to run lightweight LLMs using pythonContinue reading on Towards Data Science » ​A practical guide to run lightweight LLMs using pythonContinue reading on Towards Data Science »  large-language-models, voice-assistant, machine-learning, data-science,...

Integrating Text and Images for Smarter Data Classification

by | Nov 18, 2024 | Analytics, Artificial Intelligence, Data and Information, Decision Support

A technical walk-through on leveraging multi-modal AI to classify mixed text and image data, including detailed instructions, executable code examples, and tips for effective implementation.Photo by Tschernjawski Sergej on UnsplashIn AI, one of the most exciting areas...

The Metrics of Continual Learning

by | Nov 18, 2024 | Analytics, Artificial Intelligence, Data and Information, Decision Support

These three metrics are commonly usedContinue reading on Towards Data Science » ​These three metrics are commonly usedContinue reading on Towards Data Science »  data-science, machine-learning, mathematics, deep-learning, artificial-intelligence Towards Data Science...

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

by | Nov 18, 2024 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Data is getting too complicated for Excel to keep upContinue reading on Towards Data Science » ​Data is getting too complicated for Excel to keep upContinue reading on Towards Data Science »  python, excel, spreadsheets, data-science, getting-started Towards Data...

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

by | Nov 18, 2024 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Estimating GPU memory for deploying the latest open-source LLMsContinue reading on Towards Data Science » ​Estimating GPU memory for deploying the latest open-source LLMsContinue reading on Towards Data Science »  open-source, gpu, genai, deployment, llm Towards Data...