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Classification

Point Cloud Classification with PointNet and PyTorch3D

Train a machine learning classifier for 3D dataContinue reading on Towards Data Science » Train a machine learning classifier for 3D dataContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all materials to their authors. If you are the owner of the content and…

AI image classification errors could ruin your life. Here’s one way to reduce them

Concerningly, AI's 'hallucinations' -- where the technology makes up answers to questions it doesn't know -- are already commonplace.We have also seen algorithms exhibit and amplify gender, racial, ethnic, and class biases that are already baked into society.Also: Want to work in AI? How to pivot your career in 5 stepsThese kinds of issues arise because much of the data that powers AI models is scraped from content on the internet, the majority of which has been produced by dominant power structures. So, to ensure an

How to Compare a Classification Model to a Baseline

A ready-to-run tutorial in Python and scikit-learn to evaluate a classification model compared to a baseline modelContinue reading on Towards Data Science » A ready-to-run tutorial in Python and scikit-learn to evaluate a classification model compared to a baseline modelContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source…

CatBoost: Gradient Tree Boosting for Recommender Systems, Classification and Regression

Build your own book recommender with CatBoost RankerContinue reading on Towards Data Science » Build your own book recommender with CatBoost RankerContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all materials to their authors. If you are the owner of the…

How to Use Zero-Shot Classification for Sentiment Analysis

Exploring mental well-being insights with zero-shot classificationArtwork by Vivian Peng — reposted with permissionSentiment analysis is a powerful tool in natural language processing (NLP) for exploring public opinions and emotions in text. In the context of mental health, it can provide compelling insights into the holistic wellness of individuals. As a summer data science associate at The Rockefeller Foundation, I conducted a research project using NLP techniques to explore Reddit discussions on depression before and…

Python Water Quality — Baseline Classification Model

Python Water Quality — Baseline Classification ModelAssess feature importance when estimating water quality using a reference baseline modelPhoto by Unseen Studio on UnsplashUnderstanding what can be used to classify the water quality can be a challenge. Having expert knowledge of different regions can provide local insights into what helps to see how water flows best. Without the time to fully review these details, it reduces the possibility of learning from mistakes to benefit others. A quantifiable approach can be…

Time Series Classification for Fatigue Detection in Runners — A Tutorial

Time Series Classification for Fatigue Detection in Runners — A TutorialA step-by-step walkthrough of inter-participant and intra-participant classification performed on wearable sensor data of runnersImage by authorRunning data collected using wearable sensors can provide insights about a runner’s performance and overall technique. The data that comes from these sensors are usually time series by nature. This tutorial runs through a fatigue detection task where time series classification methods are used on a running…

Conformal Prediction for Machine Learning Classification -From the Ground Up

Conformal Prediction for Machine Learning Classification —From the Ground UpImplementing conformal prediction for classification without need of bespoke packagesThis blog post is inspired by Chris Molner’s book — Introduction to Conformal Prediction with Python. Chris is brilliant at making new machine learning techniques accessible to others. I’d especially also recommend his books on Explainable Machine Learning.A GitHub repository with the full code may be found here: Conformal Prediction.What is Conformal…

To 1 or to 0: Pixel Attacks in Image Classification

Navigating the Realm of Adversarial Machine LearningContinue reading on Towards Data Science » Navigating the Realm of Adversarial Machine LearningContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all materials to their authors. If you are the owner of the…

Evaluation Metrics for Classification: Beyond Accuracy

Unfolding Confusion Matrix, Precision, Recall, F1 Score, and ROC CurveContinue reading on Towards Data Science » Unfolding Confusion Matrix, Precision, Recall, F1 Score, and ROC CurveContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all materials to their…