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A Easy Recipe to Boost the Performance of MLLMs on Your Custom Use Case

An MLLM fine-tuning tutorial using the latest pocket-sized Mini-InternVL modelWe'll evaluate the performance of our model using a fuzzy similarity rating, a metric that measures the similarity between predicted and ground truth entities. This...

Large language models use a surprisingly easy mechanism to retrieve some stored knowledge

Large language models, resembling those who power popular artificial intelligence chatbots like...

Implementing Easy Neural Network Backpropagation from Scratch

Solving XOR gate problem— using just NumPy, then compare with PyTorch implementation.Outline・Introduction to the XOR Gate Problem・Constructing a 2-Layer Neural Network・Forward Propagation・Chain Rules for Backpropagation・Implementation with NumPy・Comparing Results with PyTorch・Summary・ReferencesIntroduction to the XOR Gate...

This recent system can teach a robot an easy household task inside 20 minutes

While other forms of AI, comparable to large language models, are trained on huge repositories of information scraped from the web, the identical can’t be done with robots, because the info must be...

Super Charge Your ML Systems In 4 Easy Steps

Welcome to the rollercoaster of ML optimization! This post will take you thru my process for optimizing any ML system for lightning-fast training and inference in 4 easy steps.Imagine this: You finally get placed...

A Easy Conceptual Overview of Neural Network and Deep Learning

Now we've gained some basic understanding of what a neural network is, the way it functions, and what hyperparameters are involved in tunning, we will bring up the concept of deep learning.So, what exactly...

Book Summary: Turning Text into Gold Key Takeaways What the heck is a taxonomy? Now what? A straightforward example

Creator’s Note: This was a review written by the creator and posted on the Translating Nerd blog from 2017. The recent emergence of generative AI, specifically large language models (LLM) makes basic NLP knowledge...

Methods to Rewrite and Optimize Your SQL Queries to Pandas in 5 Easy Examples

Querying an entire tableWe are able to dive right into it by the classic SELECT ALL from a table.Here’s the SQL:SELECT * FROM dfAnd here’s the pandasdfAnd there we've got it! All of...

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