Configure Caffe deep learning environment for the latest version of Ubuntu 20.04 in 2021

preface This article was written on July 15, 2021. If there is an error in the configuration according to the method in this article, please pay attention to whether it is too far away from the writing time. Make sure your PC graphics card is NVIDIA. This article does not apply to AMD graphics cards and Intel integrated graphics cards. 1, Up ...

Added by Xurion on Wed, 19 Jan 2022 20:22:40 +0200

OpenVINO computer vision model acceleration - from zero to several major case practices

OpenVINO computer vision model acceleration tutorial 1, Foundation 1. OpenVINO introduction OpenVINO is the first version released in May 2018. Why choose this time? Before that, deep learning was very popular. There were many computer vision frameworks. Before deep learning, such as opencv and matlab, there were these computer vision develo ...

Added by bentobenji on Wed, 19 Jan 2022 16:43:55 +0200

Operation processing record of artificial neural network course in 2021

§ 01 job handling In the autumn of 2021 artificial neural network The course consists of two classes: Internal courses of Tsinghua University;Courses of Shenzhen Research Institute; 1.1 operation requirements There are four assignments and a course paper in the whole semester. 1.1.1 requirements for four operations Neu ...

Added by lexx on Wed, 19 Jan 2022 15:30:18 +0200

New features of BigQuery ML: unsupervised anomaly detection of time series and non time series data

When it comes to anomaly detection, the main challenge is that it is difficult to define anomalies. For example, how can we define and predict abnormal network intrusion, system defects and security fraud? If known exception data has been marked, we can choose from the various types of supervised machine learning models (see the link below fo ...

Added by fizix on Wed, 19 Jan 2022 06:11:15 +0200

The time series tool library learns the Darts module - the concept and use of multiple time series, pre training models and covariates

1. Experimental purpose This notebook is used for the following purposes: Training a single model on multiple time seriesThe pre training model is used to obtain the prediction of any time series not seen during trainingTraining and using models using covariates 2. Guide library # fix python path if working locally from utils import fix_pyt ...

Added by DJH on Wed, 19 Jan 2022 03:33:51 +0200

Analysis of Checkpoint mechanism of PyTorch

Analysis of Checkpoint mechanism of PyTorch This article has authorized the platform of the polar city and is the official account of the polar platform. No second reprint is allowed without permission Original link: https://www.yuque.com/lart/ugkv9f/azvnyg PyTorch provides a very convenient way to save video memory, which is the Checkpoint m ...

Added by munchy on Wed, 19 Jan 2022 00:42:41 +0200

Use Darknet to train your own dataset under Windows (model: yolov4 tiny, dataset: garbage classification)

This article mainly introduces how to use Darknet to train your own data set under windows. The model uses yolov4 tiny, and the data set uses your own garbage classification data set (self access required: there are in the resources I upload) PS: This is my first blog. If there are deficiencies, please correct them. Thank you! Knowledge summar ...

Added by google_man2000 on Tue, 18 Jan 2022 17:17:08 +0200

Deep learning notes 008 multilayerperceptron multilayer perceptron AssertionError

Today I learned about the perceptron. The code is below and summarizes several problems. 1. Difference between MLP multi-layer perceptron and SVM support vector machine: 1.MLP needs to set W and b, but SVM is not sensitive to parameters, so it is relatively convenient;2.SVM is more explanatory in mathematics;3.SVM optimization is relatively eas ...

Added by the_oliver on Tue, 18 Jan 2022 15:57:33 +0200

One hot coding of category tensors by PyTorch

One hot coding of category tensors by PyTorchThis article has authorized the platform of the polar city and is the official account of the polar platform. No second reprint is allowed without permissionOriginal document: https://www.yuque.com/lart/ugkv9f/src5w8Code warehouse: https://github.com/lartpang/CodeForArticle/tree/main/OneHotEncoding.P ...

Added by robinhood on Tue, 18 Jan 2022 14:28:12 +0200

Recurrent Neural Network for Text Classification with Multi Task Learning

Thesis reading preparation Preliminary knowledge reserve Learning objectives Thesis Guide Research background, achievements and significance of this paper Research background Application scenarios of emotion classification task: comment analysis, data mining analysis, public opinion analysis Emotion classification based on m ...

Added by Arab Prince on Tue, 18 Jan 2022 06:57:03 +0200