Overview of Computer Vision Tasks & Applications
Author(s): Youssef Hosni Originally published on Towards AI. Table of content: This member-only story is on us. Upgrade to access all of Medium. Computer vision is a subset of computer science that, simply put, allows computers to see, comprehend, and analyze visual …
Types of Activation Function
Author(s): Saurabh Saxena Originally published on Towards AI. Activation Function in Neural Networks Image by Author An Activation Function decides whether a neuron should be activated or not, sometimes, it is also called a transfer function. The primary role of the activation …
Why Would a Traditional Data Scientist Learn ANN Technology?
Author(s): Poornachandra Sarang Originally published on Towards AI. Bringing out the importance of ANN over GOFAI This member-only story is on us. Upgrade to access all of Medium. Photo by Alex Mertz on Unsplash The field of data science started with the …
A Simple Adjustment Improves Out-of-Distribution Detection for Any Classifier
Author(s): Ulyana Tkachenko Originally published on Towards AI. Authors: Ulyana Tkachenko, Jonas Mueller, Curtis G. Northcutt Original Image by Author Anyone who has tried training ML models on real-world datasets (not the perfectly curated data we work with in school) has probably …
How to Read Machine Learning Papers Effectively
Author(s): Youssef Hosni Originally published on Towards AI. Table of Content: Top highlight This member-only story is on us. Upgrade to access all of Medium. The field of machine and deep learning is evolving very fast, and there are new research outputs …
CONTENTS
Author(s): Kaan Boke Ph.D. Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Photo by Sachin C Nair: https://www.pexels.com/photo/waterfalls-during-sunset-954929/ You’ll orchestrate the ETL workflow with Airflow in the local environment without downloading ANYTHING. You’ll …
Jobs in Data: What the Data Tells Us About Skills And Salaries
Author(s): Jonty Haberfield Originally published on Towards AI. A brief analysis of over 9000 job specs for UK data professionals This member-only story is on us. Upgrade to access all of Medium. Photo by Eric Prouzet on Unsplash It’s an interesting time …
Improved Financial Metrics by turning Predictive analytics into Prescriptive analytics
Author(s): Saif Ali Kheraj Originally published on Towards AI. Improved Financial Metrics by turning Predictive analytics into Prescriptive analytics Decisions about inventory management in retail, manufacturing, and supply chain settings are critical to the success of businesses. Improper management of inventories can …
Deep Dive Into Confusion Matrix
Author(s): Saurabh Saxena Originally published on Towards AI. Model Evaluation Precision (TPR), Recall (PPV), TNR, FPR, FNR, NPV, F1 Score, Accuracy, Balanced Accuracy, LR+, LR- Image by Author In the field of Data Science, model evaluation is the key component of the …
Big Data Is Not the Way to Go
Author(s): Andre Ye Originally published on Towards AI. The significance of the data distribution a la unsplash This member-only story is on us. Upgrade to access all of Medium. A lot of discourse around deep learning would have you believe that more …
A Gentle Intro to AWS ML Related Services — Sentiment Analysis With AWS
Author(s): Kaan Boke Ph.D. Originally published on Towards AI. You’ll make a sentiment analysis with AWS ML-related services in minutes. No prior ML knowledge is required. This member-only story is on us. Upgrade to access all of Medium. Photo by Madison Oren …
Introduction to Confusion Matrix
Author(s): Saurabh Saxena Originally published on Towards AI. Model Evaluation What is Confusion Matrix and how to plot it in Python? Image by Author The Confusion Matrix is the visual representation of the Actual VS Predicted values. It is a performance evaluation …
Machine Learning Project in Python Step-By-Step — Predicting Employee Attrition
Author(s): Fares Sayah Originally published on Towards AI. AI for Human Resources: Predict attrition of your valuable employees using Machine Learning Photo by Marvin Meyer on Unsplash Human Resources & AI An organization’s human resources (HR) function deals with the most valuable …
Stop Using Grid Search! The Complete Practical Tutorial on Keras Tuner
Author(s): Konstantinos Poulinakis Originally published on Towards AI. Contents: This member-only story is on us. Upgrade to access all of Medium. Keras Tuner practical tutorial for automatic hyperparameter tuning of deep neural networks. An autoML tutorial. Photo by Veri Ivanova on UnsplashIntroLoad …
Things You Need for the First 6 Months of Getting into Data
Author(s): Byron Dolon Originally published on Towards AI. A list of FREE resources for anyone looking to become a data analyst, data engineer, or data scientist (and why anyone might want to take a look at it) This member-only story is on …
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