Ah, yes, the classic tale of "let's overcomplicate something simple" strikes again! 🎢 Who knew that mimicking supervised learning would be so revolutionary it needed an 8-minute dissertation? 🤔 It's almost like using the same techniques might yield similar results! 🌟
https://eugeneyan.com/writing/counterfactual-evaluation/ #overcomplication #supervisedlearning #simplicity #innovation #dissertation #HackerNews #ngated
Counterfactual Evaluation for Recommendation Systems

Thinking about recsys as interventional vs. observational, and inverse propensity scoring.

eugeneyan.com
this is an inference/ml problem that i believe is not well enough understood: you want to distinguish two classes. you care more about specificity for the positive class, than you do about sensitivity. (ideally you want both, obviously). under what (preferably general) conditions can you say that a binary classifier is better to use compared to a one-class classifier? #machineLearning #supervisedLearning #statistics #math #inference #statisticalInference #classification #binaryclassification

🧠 New preprint by Codol et al. (2025): Brain-like #NeuralDynamics for #behavioral control develop through #ReinforcementLearning. They show that only #RL, not #SupervisedLearning, yields neural activity geometries & dynamics matching monkey #MotorCortex recordings. RL-trained #RNNs operate at the edge of #chaos, reproduce adaptive reorganization under #visuomotor rotation, and require realistic limb #biomechanics to achieve brain-like control.

🌍 https://doi.org/10.1101/2024.10.04.616712

#CompNeuro #Neuroscience

How to Train Machine Learning model withou ML Library with simple Python code a internal work ? then follow below link - it has video also

https://amitdhanani.in/2025/02/15/how-to-train-machine-learning-model-withou-ml-library-with-simple-python-code-a-internal-work/

#machinelearning #python #linearregression #ml #mlwithoutlibrary #pythonml #supervisedLearning

How to Train Machine Learning model withou ML Library with simple Python code a internal work ?

Do you want to know How Machine Learning Work Internally With Respect to Training Please follow below video on YouTube and Following Presentation It cover how to use Python coding without ML Librar…

IT Consulting & IT Training
James German on LinkedIn: How AI cognitive decline saved the world with fables.

THOUGHT EXPERIMENT OF THE WEEK There has been a lot of online hate towards the younger generations and their 'lack' of skills. Maybe it isn't them but us…

Someone just shared this awesome comic with me. Does anyone know the original source? (I can't read the small signature.) 3 Complaining #machinelearning robots 🤖 : #SupervisedLearning - they gave me so much to read, and test! #unsupervised - Me too. But at least they told you the answers. #reinforcementlearning - At least you don't get punished for every wrong action. 😆
What is Machine Learning (ML)? Definition, Its Type, and How Does It Work?

Learn the definition of ML, its types including supervised, unsupervised, and reinforcement learning, and understand how it works.

Tech Chill

In this blog post, I showcase the power of {tidymodels} and tidy coding principles for efficiently prototyping and fine-tuning different models at the same time 💪

#rstats #tidymodels #classification #machinelearning #supervisedlearning

https://blog.tidy-intelligence.com/posts/classification-customer-churn/index.html

Tidy Classification Models

A comparison of classification approaches using the tidymodels R package

Tidy Intelligence

Dear Machine Learning + REversing people, one question: I'm working on a model to find better matches in #Diaphora. It's implemented in this way:

- 1st, I find good matches in the 2 binaries being compared with heuristics proven to be working.
- Using these good (and also bad) matches, I build a dataset for the current 2 binaries, and I train a classifier.

The model is later on used to predict if future matches are good or bad.

#MachineLearning #SupervisedLearning #ReverseEngineering