letting models think longer can decrease, not improve, accuracy "Inverse Scaling in Test-Time Compute" this paper shows that increasing inference steps produces an “inverse‑scaling” effect, longer CoT amplify distraction, framing over‑fit, deductive focus loss & more
MACHINE LEARNING
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OpenReasoning-Nemotron performance evaluation
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OpenReasoning-Nemotron is instantly top tier baseline material.
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Sapient Intelligence Releases Hierarchical Reasoning Model 27M
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Sapient Intelligence released Hierarchical Reasoning Model Trained on just 1K examples with no CoT or pre-training, the 27M parameter model handles complex reasoning tasks including extreme-soduko and maze puzzles
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Google DeepMind Wins Gold at International Math Olympiad
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Google DeepMind won its first official gold-medal standard at International Math Olympiad The company's advanced version of Gemini with Deep Think solved 5 out of 6 problem statements, scoring 35/42 Last year, it won silver
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Alibaba Qwen3 Releases SOTA Open Models and Coding Tools
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Alibaba's Qwen team made headlines with three breakthrough releases this week: —Qwen3 non-thinking update with SOTA performance among open models
—Qwen3-Coder, an agentic coding model that tops benchmarks
—Qwen Code open-source command-line coding tool -

Recommended Book on Data Science and Machine Learning Fundamentals
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Great book! >>> "Becoming a Data Head: How to Think, Speak, and Understand #DataScience, #Statistics, and #MachineLearning" at http://
amzn.to/3uwMfwR by @GutmanDataHead & @JLOOKUP_ —————
#Analytics #DataScientist #AI #ML #DataLiteracy #DeepLearning #NeuralNetworks #DataFluency -

PANDAS Cookbook: Practical Recipes for Scientific Computing and Data Analysis
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PANDAS Cookbook — Practical recipes for scientific computing, time series and exploratory data analysis using #Python: http://
amzn.to/3Y0XRY5 v/ @PacktDataML [3rd ed.]
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#DataScience #ComputationalScience #Analytics #MachineLearning #DataScientist
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What you will learn: The -

Stellar AI Python Educational Resource by Bayo Adekanmbi
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This is a stellar #AI / #Python educational resource: http://
amzn.to/3UYQ0HC by @bayoadekanmbi @dsn_ai_network —————
#DataLiteracy #Coding #STEM #ComputationalThinking #DataScience #MachineLearning #AnalyticThinking #DataScientist -

Artificial Intelligence Methods for Cybersecurity Solutions
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Artificial Intelligence for #Cybersecurity: http://
amzn.to/4gOK3rD v/ @PacktPublishing ——
#AI #MachineLearning #DataScience #Infosec —— 𝒦𝑒𝓎 𝐹𝑒𝒶𝓉𝓊𝓇𝑒𝓈: Learn AI methods and see how they fit into cybersecurity Learn how to design solutions in cybersecurity that -

Master Algorithms: Learn Debugging, Optimization, and Data Structures
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Dive Into #Algorithms : http://
amzn.to/3XwBgE2 What you will learn with this book:
Use algorithms to debug code, maximize revenue, schedule tasks, and create decision trees
Measure the efficiency and speed of algorithms
Generate Voronoi diagrams for use in various
