some of the smartest people I know are leaving AI research for engineering/neuroscience. Their reasons?
1. We need to understand how humans learn to teach machines to learn.
2. Research should be hypothesis -> experiments, but AI research rn is experiments -> justifying results.
1. We need to understand how humans learn to teach machines to learn.
2. Research should be hypothesis -> experiments, but AI research rn is experiments -> justifying results.
To learn how to design machine learning systems, I find it really helpful to read case studies to see how great teams deal with different deployment requirements and constraints. Here are some of my favorite case studies.
Topics covered: lifetime value, ML project workflow, feature engineering, model selection, prototyping, moving prototypes to production. It's completed with lessons learned and looking ahead!
https://medium.com/airbnb-engineering/using-machine-learning-to-predict-value-of-homes-on-airbnb-9272d3d4739d
Topics covered: lifetime value, ML project workflow, feature engineering, model selection, prototyping, moving prototypes to production. It's completed with lessons learned and looking ahead!
https://medium.com/airbnb-engineering/using-machine-learning-to-predict-value-of-homes-on-airbnb-9272d3d4739d
Medium
Using Machine Learning to Predict Value of Homes On Airbnb
by Robert Chang
Netflix streams to over 117M members worldwide, half of those living outside the US. The company uses machine learning to predict the network quality, detect device anomaly, handle predictive caching. https://netflixtechblog.com/using-machine-learning-to-improve-streaming-quality-at-netflix-9651263ef09f
Medium
Using Machine Learning to Improve Streaming Quality at Netflix
by Chaitanya Ekanadham
This article explores the tradeoff between complexity and interpretability, performance and ease for production, for the classic task of fraud detection.
https://eng.lyft.com/from-shallow-to-deep-learning-in-fraud-9dafcbcef743
https://eng.lyft.com/from-shallow-to-deep-learning-in-fraud-9dafcbcef743
Medium
From shallow to deep learning in fraud
A Research Scientist’s journey through hand-coded regressors, pickled trees, and attentive neural networks
Most courses only teach you how to train your models. This is only one I've seen that shows you how to design, train, & deploy models. All videos are available. Great resource for those struggling with the ML system design Qs in interviews too. https://fullstackdeeplearning.com/march2019
Fullstackdeeplearning
Full Stack Deep Learning
Hands-on program for software developers familiar with the basics of deep learning seeking to expand their skills.
Unsupervised Disentanglement of Pose, Appearance, and Background from Images and Videos
code https://github.com/NVIDIA/UnsupervisedLandmarkLearning
paper https://arxiv.org/pdf/2001.09518.pdf
code https://github.com/NVIDIA/UnsupervisedLandmarkLearning
paper https://arxiv.org/pdf/2001.09518.pdf
GitHub
NVIDIA/UnsupervisedLandmarkLearning
Implementation for the unsupervised latent landmark learning work from NVIDIA Applied Deep Learning Research - NVIDIA/UnsupervisedLandmarkLearning
A 2020 Guide to Deep Learning for Medical Imaging and the Healthcare Industry
https://nanonets.com/blog/deep-learning-for-medical-imaging/amp/
https://nanonets.com/blog/deep-learning-for-medical-imaging/amp/
Nanonets
Intelligent document processing with AI
Automate data capture for intelligent document processing using Nanonets self-learning AI-based OCR. Process documents like Invoices, Receipts, Id cards and more!
Monkeys Wake From Anaesthetic When Brain Region Linked to Consciousness Is Stimulated
https://www.cell.com/neuron/fulltext/S0896-6273(20)30005-2
https://www.cell.com/neuron/fulltext/S0896-6273(20)30005-2
These Lyrics Do Not Exist
Lyrics generated using Artificial Intelligence
Peter Ranieri: https://theselyricsdonotexist.com
#ArtificialIntelligence #Music #NeuralNetworks
Lyrics generated using Artificial Intelligence
Peter Ranieri: https://theselyricsdonotexist.com
#ArtificialIntelligence #Music #NeuralNetworks
Theselyricsdonotexist
Artificial Intelligence Songwriter – These Lyrics Do Not Exist
Generate your own song lyrics for any topic, also choose lyrics genre and lyrics mood
Cutting out the Middle-Man: Training and Evaluating Energy-Based Models without Sampling
Grathwohl et al.: https://arxiv.org/abs/2002.05616
#ArtificialIntelligence #DeepLearning #MachineLearning
Grathwohl et al.: https://arxiv.org/abs/2002.05616
#ArtificialIntelligence #DeepLearning #MachineLearning
List of Machine Learning and Deep Learning conferences in 2020
https://tryolabs.com/blog/machine-learning-deep-learning-conferences/
https://tryolabs.com/blog/machine-learning-deep-learning-conferences/
Tryolabs
Machine Learning & Deep Learning Conferences
Top AI & ML Conferences to attend in 2025