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Commit Message	Contributor	Files Modified	Lines Added	Lines Removed	Code Location	Date
Oct 20, 2025 — Oct 20, 2026 Showing page 7 of 129 Search / Filter on:
Section 1650 updated	Srinivasan Kannan	More...				8 months ago
1650. (THEORY and FEATURE) Functional Data Analysis(Scikit-FDA) implementation - for clustering Functional Data (Curves) across Meterology, Gait Analysis, Handwriting Recognition - related to 148,172,313,445,446,463,1165,1171,1176,1266,1289,1316,1318,1327,1358,1359,1360,1361,1364,1367,1368,1388,1404,1455,1456,1463,1479,1480,1515,1526,1527,1528,1548,1558,1561,1562,1567,1581,1590,1631,1638 and all sections on Correlation between gravitational effects of Mined Celestial N-Body Patterns and terrestrial extreme weather events (or Gravitational effects on climate change), Drone natural obstacle avoidance-Drone autonomous online shopping delivery-Drone Electronic Voting Machine, Artificial Intelligence models for Climate Change-Adaptive Fourier Neural Operator-FourCastNet, Astronomical algorithms, Multifractals, Timeseries analysis, Sequence Mining-Class Association Rules, Global warming,Clausius-Clapeyron equation,Navier-Stokes equation, Handwriting recognition, Gait Analysis, Fraud analytics	Srinivasan Kannan	More...				8 months ago
---------------------------------------------------------------------------------------------------------------------------------------- 1650. (THEORY and FEATURE) Functional Data Analysis(Scikit-FDA) implementation - for clustering Functional Data (Curves) across Meterology, Gait Analysis, Handwriting Recognition - related to 148,172,313,445,446,463,1165,1171,1176,1266,1289,1316,1318,1327,1358,1359,1360,1361,1364,1367,1368,1388,1404,1455,1456,1463,1479,1480,1515,1526,1527,1528,1548,1558,1561,1562,1567,1581,1590,1631,1638 and all sections on Correlation between gravitational effects of Mined Celestial N-Body Patterns and terrestrial extreme weather events (or Gravitational effects on climate change), Drone natural obstacle avoidance-Drone autonomous online shopping delivery-Drone Electronic Voting Machine, Artificial Intelligence models for Climate Change-Adaptive Fourier Neural Operator-FourCastNet, Astronomical algorithms, Multifractals, Timeseries analysis, Sequence Mining-Class Association Rules, Global warming,Clausius-Clapeyron equation,Navier-Stokes equation, Handwriting recognition, Gait Analysis, Fraud analytics ---------------------------------------------------------------------------------------------------------------------------------------- 1650.1 New python3.9 file FunctionalDataAnalysis.py has been added to NeuronRain astroinfer repositories that invokes scikit-fda functional k-means clustering for arbitrary dataset of curves instead of usual kmeans clustering over point datasets. 1650.2 Three datasets from skfda (https://fda.readthedocs.io/en/latest/modules/datasets.html) for Gait Analysis of Children (hip and knee angles), AEMET Spanish Weather, HANDWRIT corpus have been imported and clustered by scikit-fda API. 1650.3 Function cluster_functions() wraps over scikit-fda's KMeans fit_and_predict() function, performs curve clustering and plots the clusters - at present scatter plot has been commented due to internal version mistmach between Pandas DataFrame and Scikit-FDA matrix datatypes and only plot() is used to create cluster graphics. 1650.4 Following are logs and cluster plots for FDA KMeans clustering for AEMET,GAIT and HANDWRIT datasets: testlogs/FunctionalDataAnalysis1.9February2026.png testlogs/FunctionalDataAnalysis2.9February2026.png testlogs/FunctionalDataAnalysis3.9February2026.png testlogs/FunctionalDataAnalysis.log.9February2026 1650.5 Application of Functional Data Analysis for Gait analysis and Handwriting recognition is especially useful in Cybercrimes-Fraud analytics-Unique Identification alongside Face and biometric authentications - Gait analysis could distinguish AI generated Deepfakes from genuine imagery.	Srinivasan Kannan	More...				8 months ago
Updated BestPractices.txt - AI review of NeuronRain	Srinivasan Kannan	More...				9 months ago
AI codereview of NeuronRain repositories by ChatGPT	Srinivasan Kannan	More...				9 months ago
Section 1649 updated	Srinivasan Kannan	More...				9 months ago
Section 1639 updated	Srinivasan Kannan	More...				9 months ago
Updated Requirements.txt	Srinivasan Kannan	More...				9 months ago
1649. (THEORY and FEATURE) NeuronRainApps - Question-Answering - OpenAI Question-Answering prompt enabled by paid subscription - related to 249,707,829,1133,1134,1204,1263,1269,1284,1285,1469,1637 and all sections on Intrinsic Merit of Texts, Question-Answering, Embedding in vectorspace, Machine Translation, Transformers Attention Model,Named Entity Recognition and Meaning Representation, Complexity models of Question-Answering (multiple choice,open-ended,adaptive and static) - LTF,PTF,Switching Circuits,TQBF,Markov Chains,Drug Discovery,AI Medical Diagnosis - 4 February 2026	Srinivasan Kannan	More...				9 months ago
--------------------------------------------------------------------------------------------------------------------------------------------- 1649. (THEORY and FEATURE) NeuronRainApps - Question-Answering - OpenAI Question-Answering prompt enabled by paid subscription - related to 249,707,829,1133,1134,1204,1263,1269,1284,1285,1469,1637 and all sections on Intrinsic Merit of Texts, Question-Answering, Embedding in vectorspace, Machine Translation, Transformers Attention Model,Named Entity Recognition and Meaning Representation, Complexity models of Question-Answering (multiple choice,open-ended,adaptive and static) - LTF,PTF,Switching Circuits,TQBF,Markov Chains,Drug Discovery,AI Medical Diagnosis - 4 February 2026 --------------------------------------------------------------------------------------------------------------------------------------------- 1649.1 python-src/NeuronRainApps/QuestionAnswering/QuestionAnswering.py has been updated to define a new flag variable "model" that is set to either "OpenAI" or "Nachiketas" for choosing between Nachiketas Formal LLM and OpenAI Statistical LLM. OpenAI prompt has been enabled by a paid subscription. OPENAI_API_KEY is exported as environment variable. 1649.2 OpenAIQuestionAnswering() function has been changed to use latest GPT-5.2 model for chat prompts. Clause has been introduced to choose Nachiketas or OpenAI functions within __main__. 1649.3 An example medical query on diagnosis for common cold has been answered by GPT-5.2 and response JSON has been logged to python-src/NeuronRainApps/QuestionAnswering/testlogs/QuestionAnswering.OpenAI.log.4February2026	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1471 updated	Srinivasan Kannan	More...				9 months ago
Section 1476 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1255 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				9 months ago
Section 1648 updated	Srinivasan Kannan	More...				10 months ago
Section 1648 updated	Srinivasan Kannan	More...				10 months ago
Section 1648 updated	Srinivasan Kannan	More...				10 months ago
Section 1648 updated	Srinivasan Kannan	More...				10 months ago
Section 1648 updated	Srinivasan Kannan	More...				10 months ago
Section 1648 updated	Srinivasan Kannan	More...				10 months ago
Section 1648 updated	Srinivasan Kannan	More...				10 months ago

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