Foundation Models and the Path Towards a Universal Learning Algorithm
Author(s): Jesus Rodriguez Originally published on Towards AI. Can foundation models validate the theory of a master algorithm for all human knowledge? Created with: DALL-E I recently started an AI-focused educational newsletter, that already has over 150,000 subscribers. TheSequence is a no-BS …
Logistic Regression Math Intuitions
Author(s): Fernando Guzman Originally published on Towards AI. Logistic regression is a supervised machine learning algorithm to create models used for binary classification problems conventionally. Even that in its name, it says regression. This algorithm is used to train models for classification …
Key Takeaways For Successful Transition To Data Science From My Journey
Author(s): Himanshu Joshi Originally published on Towards AI. Taking the leap of faith -Photo by Joshua Earle on Unsplash I am a Lead Data Scientist at a Service based IT company with 11+ years of professional experience. I am a self-taught Data …
Machine Learning Project in Python Step-By-Step — Loan Defaulters Prediction
Author(s): Fares Sayah Originally published on Towards AI. Develop a basic understanding of risk analytics and understand how data is used to minimize the risk of losing money Photo by Dmitry Demidko on Unsplash Introduction LendingClub is a US peer-to-peer lending company …
Handling Mislabeled Tabular Data to Improve Your XGBoost Model
Author(s): Chris Mauck Originally published on Towards AI. Reduce prediction errors by 70% using data-centric techniques. “Instead of focusing on the code, companies should focus on developing systematic engineering practices for improving data in ways that are reliable, efficient, and systematic. In …
Using ChatGPT to understand Microsoft’s VALL-E — Neural Codec Language Model Paper
Author(s): Ana Bildea Originally published on Towards AI. Using ChatGPT as a personal assistant to understand scientific papers image generated by the author using Nightcafe. In my previous article, I discussed how ChatGPT could assist in designing your text prompt. In this …
How to Anonymize Faces in Images with Deep Learning and Computer Vision
Author(s): Edwin Tan Originally published on Towards AI. Photo by Alexandra Gorn on Unsplash Face blurring is a technique used to anonymize the identity of a person in an image or video by pixelating or covering the face with a blur effect. …
How I cleared AWS Machine Learning Specialty With Three Weeks of Preparation (I will burst some myths of the online exam)
Author(s): Himanshu Joshi Originally published on Towards AI. How I prepared for the test, my emotional journey during preparation, and my actual exam experience Certified AWS ML Specialty Badge source Introduction:- I recently gave and cleared AWS ML certification on 29th Dec …
From Garbage In to Gold Out: Understanding Denoising Autoencoders
Author(s): Anay Dongre Originally published on Towards AI. A denoising autoencoder (DAE) is a type of autoencoder neural network architecture that is trained to reconstruct the original input from a corrupted or noisy version of it. Don’t confuse my drawing skills with …
Bentoml vs. Fastapi: The Best ML Model Deployment Framework and Why It's Bentoml
Author(s): Bex T. Originally published on Towards AI. A detailed comparison between BentoML and FastAPI for machine learning model deployment. Top highlight Photo by Sebastian Pichard What am I even talking about? According to StackOverflow 2022 Developer Survey, FastAPI just became one …
Taking Into Account Temporal Aspects of Machine Learning Apps
Author(s): Ori Abramovsky Originally published on Towards AI. Temporal features require special handling, from how to split the training population to the way to define the task at hand. In some cases, it can even mean overfitting on purpose. Photo by Eunice …
How do the text2image Models Work?
Author(s): Anton Lebedev Originally published on Towards AI. You probably have heard about Dalle-2, Midjourney, and Stable Diffusion. These are models that generate images from text. Recently, they have advanced to the point where artists are protesting by putting pictures with calls …
Kickstart Your Data Science Career with this Comprehensive and Easy-to-Follow Roadmap
Author(s): Youssef Hosni Originally published on Towards AI. Table of Contents: Whether you’re a recent graduate or a professional looking to make a career change, the field of Data Science and AI offers a wide range of exciting and lucrative opportunities. In …
Sales Prediction| Using Time Series| End-to-End Understanding| Part -2
Author(s): Yashashri Shiral Originally published on Towards AI. Sales PredictionU+007C Using Time SeriesU+007C End-to-End UnderstandingU+007C Part -2 Sales Forecasting determines how the company invests and grows to create a massive impact on company valuation. This is part 2, and you will learn …
What Makes Computer Vision AI Development So Risky?
Author(s): Sumit Singh Originally published on Towards AI. Photo by charlesdeluvio on Unsplash Reports suggest 80% of computer vision development effort goes directly into labeling large volumes of data. But if you talk to any ML practitioners they would unanimously say that …
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