Code Reproducibility Crisis in Science And AI
Author(s): Salvatore Raieli Originally published on Towards AI. Saving AI and scientific research requires we share more images generated by the author using OpenAI’s DALL-E 2 Modern science suffers from a reproducibility problem. Typically, the output of a scientific project is to …
Logistic Regression with BigQuery ML in 6 Steps
Author(s): Tirendaz AI Originally published on Towards AI. A step-by-step guide to building a logistic regression model with SQL using BigQuery ML. Image by Freepik Introduction A logistic regression model is a type of statistical model that is used to predict the …
The Gradient Descent Algorithm
Author(s): Towards AI Editorial Team Originally published on Towards AI. Image by Anja from Pixabay The what, why, and hows of the gradient descent algorithm Author(s): Pratik Shukla “The cure for boredom is curiosity. There is no cure for curiosity.” — Dorothy …
Top 5 Machine Learning Industries in 2022
Author(s): Mostafa Ibrahim Originally published on Towards AI. Machine learning is rapidly expanding into a lot of industries and sectors! This member-only story is on us. Upgrade to access all of Medium. Source While artificial intelligence was no more than a theoretical …
Different Ways To Find Outliers in the Data and How To Remove Them Using Interquartile Statistics
Author(s): Ashbab khan Originally published on Towards AI. Outliers are the data points or observations far from other data points or very different from other data points. Photo by Joshua Sortino on Unsplash Why remove outliers from the data Outliers cause so …
Few-shot Financial Sentiment Classification — Does It Work?
Author(s): Neo Yi Peng Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. The toughest thing in my data science career so far is not modeling, keeping up with the latest research, or even …
Airflow is on the Cloud | ELT Pipeline Orchestration With Airflow & AWS
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 James Wheeler: https://www.pexels.com/photo/symmetrical-photography-of-clouds-covered-blue-sky-1486974/ You will see the ELT pipeline with Airflow orchestration. You will learn to load data to …
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 …
Evaluating Synthetic Data Using Machine Learning
Author(s): Varatharajah Vaseekaran Originally published on Towards AI. Adversarial validation to evaluate synthetic data “Poor accuracy score” is a phrase that might cause nightmares for many data science professionals when building machine learning models for classification problems. However, a poor accuracy score …
So what are Inference Attacks
Author(s): Taimur Ijlal Originally published on Towards AI. Are you prepared for this new attack vector? This member-only story is on us. Upgrade to access all of Medium. Photo by Jefferson Santos on Unsplash Can you guess what type of attack this …
An Introduction to Federated Learning
Author(s): Chinmay Bhalerao Originally published on Towards AI. An Introduction to Federated Learning Data privacy and security with Federated learning People in the AI-ML-DL field often asked about privacy concerns of data and data security which is fairly logical because after training …
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 …
Detect Business Insights From Customer Support Conversations Using AI
Author(s): Shubham Saboo Originally published on Towards AI. Learn how to analyze customer conversations with just 15 lines of Python code! Background A positive customer experience can make the difference between losing and retaining customers. Businesses need to constantly improve their products …
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