Additional response 1: Many emergent abilities also cannot be explained by these arguments. Consider the below plots which show a U-shaped phenomena: performance actually decreases for several model scales, until it suddenly spikes up again.
MACHINE LEARNING
-
Log-Scale X-Axis Best Represents Exponential Model Scaling
By
–
Response 2B: Log-scale x-axis is the best representation of how models improve, since we scale them exponentially.
-
Emergent Abilities Still Visible When Plotted
By
–
Response 2A: This is untrue, at least for many emergent abilities. You can plot it and still see the emergent spike.
-
Introduction to Algorithms Third Edition Book Recommendation
By
–
Introduction to #Algorithms (3rd edition): http://
amzn.to/3LsfrwT (over 1700 five-star reviews)
—————
#Mathematics #ComputerScience #100DaysOfCode #DataScience #MachineLearning #AI #Statistics #ComputationalScience -
Agent-Based Modelling and GIS: Practical Guide to Geospatial Analytics
By
–
"Agent-Based Modelling and Geographical Information Systems: A Practical Primer (#GeoSpatial Analytics and #GIS)" http://
amzn.to/3b26CK9
by @AndyCrooks & colleagues
————
#BigData #DataScience #AI #ComputationalScience #SocialScience -
Quantum Computing and Artificial Intelligence: A Beginner’s Guide
By
–
#QuantumComputing and #ArtificialIntelligence – The Perfect Match? A Brief Overview for Beginners: http://
amzn.to/3k63h44 by @CEO_AISOMA ————
#AI #DataScience #MachineLearning #BigData #DeepLearning #Artificial_Intelligence #ComputationalScience -
Pandas Cookbook: Scientific Computing and Data Analysis with Python
By
–
532-page #coding book by @TedPetrou >> "Pandas Cookbook: Recipes for Scientific Computing, #TimeSeries Analysis and Data Visualization using #Python" at http://
amzn.to/3KOQP1v
—————
#100DaysOfCode #DataScience #DataScientists #DataViz #MachineLearning #ComputationalScience -
Python Tools for Scientists: Anaconda, JupyterLab, Scientific Libraries Guide
By
–
#Python Tools for Scientists: An Introduction to Using Anaconda, JupyterLab, and Python's Scientific Libraries => Get it at http://
amzn.to/3WrBmZf [700+ page book from @NoStarch Press]
—————
#Coding #BigData #DataScience #DataScientists #ComputationalScience #MachineLearning #AI -
Practical Data Quality Auditing Guide Using Python Ecosystem
By
–
Practical #DataQuality Auditing — A Comprehensive Guide exploring how to leverage the #Python ecosystem: https://
towardsdatascience.com/data-quality-a
uditing-a-comprehensive-guide-66b7bfe2aa1a
…
————
#BigData #DataStrategy #CDO #Analytics #DataScience #DataScientists #MachineLearning #Coding -
MIT Professor Breaks Down Large Language Models Part Two
By
–
MIT professor breaks down large language models, part two: http://
rb.gy/4givx