Understand Visual Studio’s new extension model

Notwithstanding the popularity of the Visual Studio Code programmer’s editor, the Visual Studio IDE is still at the heart of Microsoft’s development toolchain strategy. More than 25 years of evolution have brought us a customizable development environment that goes a long way beyond the original common UI for a set of development tools. Today Visual … Read more

TensorFlow Lite Model Maker: Build an Image Classifier for Android | by Anupam Chugh

Building machine learning models for edge devices just got a whole lot easier Photo by Everton Vila on Unsplash TensorFlow only recently concluded its yearly Dev Summit via livestream (due to the COVID-19 global) and there were a lot of exciting announcements, most focused on propelling machine learning to even greater heights. From a robust … Read more

Data Model Tracing, Reporting: Relational Database

In relational databases, data is stored on tables created with a certain model and relationship network. Especially in systems that are not fully mature yet, changes in data models occur frequently and they make it difficult to control data and data models in terms of integrity, consistency, and granularity. This necessitates control mechanisms that will … Read more

javascript – How to set flash messages in a stimulus reflex model update method

I’m working on a RoR app with stimulusReflex, and i want to implement a flash notice message for the update method i code. I have trouble finding the right path to implement this feature. development environment Rails 6.1.5 ruby 2.7.3p183 app/views/layout/application.html.erb <html> <head> <title>Clustech</title> <%= favicon_link_tag ‘favicon.png’ %> <meta name=”viewport” content=”width=device-width,initial-scale=1″> <%= csrf_meta_tags %> <%= … Read more

Train and Run a Create ML Style Transfer Model in an iOS Camera Application | by Anupam Chugh

Build an artistic camera and see how it performs on the A13 Bionic chip’s neural engine Photo by Zach Vessels on Unsplash Style transfer is a very popular deep learning task that lets you change an image’s composition by applying the visual style of another image. From building artistic photo editors to giving a new … Read more

deep learning – Bert model does not work after loss change

My model finetunes bert (specifically Roberta) using a lst fully connected layer of a binary text classification task. I was using cross entropy loss and the code worked well. However when I changed the loss the model stopped learning and predicted 0 for all the examples and did not learn. For other classification tasks the … Read more

python – How to make the layers model for this spec?

I’m not sure how to complete this question. My code won’t work. I need to understand how to make this model according to the required specifications. Especially the model layers part. What is wrong with my layers? # ============================================================================== # # TIME SERIES QUESTION # # Build and train a neural network to predict time … Read more

python – cannot load a stringIndex model from HDFS

When I use the stringindex to fit the train data, I want to save the index model for my predict data. And I saved to HDFS path successfully, But when I load it, it shows the error below. How could I load the index model correctly? stringIndexerPath = “hdfs://users/stringindexer” stringindex_model.write().overwrite().save(stringIndexerPath) loadedIndexer = StringIndexer.load(stringIndexerPath) Output exceeds … Read more

tensorflow2.0 – How to export a tensorflow 2 model that has keypoints?

I am trying to export the model CenterNet MobileNetV2 FPN Keypoints 512×512 using the /exporter_main_v2.py script within the Tensorflow 2 Object Detection API. The model is listed here: https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/tf2_detection_zoo.md I build a docker image with the detection API, following the instructions here: https://github.com/tensorflow/models/blob/master/research/object_detection/g3doc/tf2.md Dockerfile: FROM ubuntu:22.04 RUN apt update RUN apt install -y git wget … Read more