Tag: AI-ML

YoloV5
AI-ML

YoloV5

Here I'm gonna describe the best way I've found to run YoloV5 training and inference. First of all my machine has an RTX 3060 so I had to do some changes to the YoloV5 dockerfile. The following is a Dockerfile that should work with RTX 3000

davide
Generative Adversarial Networks
AI-ML

Generative Adversarial Networks

Hi there, it's been a while from the last time a posted something. Recently, during the last Easter holiday I was playing with Generative Adversarial Networks, a type of neural networks used to produce new data. Basically a GAN is composed by 2 networks: a generator and a

davide
A first look at OpenAI GPT2
AI-ML

A first look at OpenAI GPT2

GPT2 is a model developed by OpenAI for NLP. The model is composed by a transformer architecture as shown in the picture below. Luckily for us the dudes at Huggingface have releases a pretrained version and implementation of this model ... and many other type of transformer models. https://huggingface.co/

davide
Getting started with tensorflow-js and Angular - AngularMVD
AI-ML

Getting started with tensorflow-js and Angular - AngularMVD

Recently I moved to Uruguay, Montevideo. Here I found an active community of developers, yesterday I had a chance of giving a talk at the AngularMVD meetup. Even though it has been ages from the last time I developed an Angular app the talk was about how to use tensorflow.

davide
Transfer learning with mobilenet and KNN
AI-ML

Transfer learning with mobilenet and KNN

Transfer learning is a popular approach used in machine learning where a model trained on a task is re-purpose a model designed for a different task. Therefore the definition of Transfer Learning is the following. Given a source domain D(s) and learning task T(s), a target domain D(

davide
Using tensorflow-models/mobilenet for image recognition
AI-ML

Using tensorflow-models/mobilenet for image recognition

Here is a simple tutorial on how to use the mobilenet model released by google with tensorflow-js. This tutorial requires node v >10 and the parcel bundler. To install node use nvm https://github.com/nvm-sh/nvm and to install parcel just run npm -i g parcel-bundler step 1

davide
Easy tensorflow.js intro - basic operations
AI-ML

Easy tensorflow.js intro - basic operations

Tensorflow is the defacto standard for building advanced neural networks of any kind. Natively tensorflow is a python library and gives to the user a framework that simplifies operation with tensors. A tensor is a mathematical object analogous to but more general than a vector, represented by an array of

davide
Posenet
AI-ML

Posenet

Playing with models released for tensorflow js. Posenet is a neural network that allows the estimation of a human pose from an image. For more technical information about how it actually works refer to this blog post https://medium.com/tensorflow/real-time-human-pose-estimation-in-the-browser-with-tensorflow-js-7dd0bc881cd5 import * as posenet from "@tensorflow-models/posenet"

davide
ESC
// awaiting input_