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Evaluate Your Model – Metrics for Image Classification and Detection

Analytics Vidhya

ArticleVideo Book This article was published as a part of the Data Science Blogathon Deep learning techniques like image classification, segmentation, object detection are used. The post Evaluate Your Model – Metrics for Image Classification and Detection appeared first on Analytics Vidhya.

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Training and Testing Neural Networks on PyTorch using Ignite

Analytics Vidhya

This article was published as a part of the Data Science Blogathon Introduction With ignite, you can write loops to train the network in just a few lines, add standard metrics calculation out of the box, save the model, etc. Well, for those who have moved from TF to PyTorch, we can say that the ignite […].

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Running Code and Failing Models

DataRobot

The promise and power of AI lead many researchers to gloss over the ways in which things can go wrong when building and operationalizing machine learning models. As a data scientist, one of my passions is to reproduce research papers as a learning exercise. and Google benchmarks for this model use the accuracy metric.

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Change The Way You Do ML With Applied ML Prototypes

Cloudera

AMPs are produced by Cloudera Fast Forward Labs, a team of ML/AI Research Engineers focused on making the recently possible in machine learning practical and usable by business today. CFFL has published almost two dozen research reports, each accompanied by detailed prototypes demonstrating the capabilities they report on.

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What you need to know about product management for AI

O'Reilly on Data

You might establish a baseline by replicating collaborative filtering models published by teams that built recommenders for MovieLens, Netflix, and Amazon. It may even be faster to launch this new recommender system, because the Disney data team has access to published research describing what worked for other teams.

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7 Data-Driven Steps to Putting Your SaaS Product On Multiple Virtual Shelves

Smart Data Collective

Outline Your Product with Deep Learning Modeling. Deep learning tools can make it easier to model these products. It will become even easier with deep learning algorithms at your fingertips. There are a lot of metrics that need to be tracked with data analytics tools.

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Ethics Sheet for AI-assisted Comic Book Art Generation

Cloudera

The state of the art in AI systems for artistic tasks almost universally use deep-learning models, which presuppose a significant amount of compute resources both to create them, and once created to continue to use them for producing images. Cham: Springer International Publishing, 2016. Access — who can use it?