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sjkncs/README.md

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GitHub Math NLP & CV AI4Science Ecology & AI

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๐Ÿ‘‹ About Me / ๅ…ณไบŽๆˆ‘

๐Ÿ‡ฌ๐Ÿ‡ง English

Hi there! I'm Yangting SONG (sjkncs)! ๐Ÿ‘‹

  • ๐ŸŽ† Harbin Institute of Technology (Shenzhen) โ€” Urban Planning
  • ๐Ÿ”ข Passionate about Mathematics, Numerical Analysis & Optimization Theory, diving deep into the mathematical principles behind algorithms
  • ๐Ÿค– Focused on Artificial Intelligence & Machine Learning, dedicated to changing the world through tech innovation
  • ๐Ÿงฌ Exploring the intersection of AI + Bioinformatics, applying intelligent algorithms to biomedical research
  • ๐ŸŒฟ Currently exploring the frontiers of Ecology & Environmental Science ร— AI, using computational methods to understand and protect ecosystems
  • ๐Ÿš€ Aspiring to be a next-gen AI developer, building a smarter and more humane future

"Mathematics is the language of nature, optimization is the key to intelligence, and AI+Bio is the future of scientific discovery."

๐Ÿ‡จ๐Ÿ‡ณ ไธญๆ–‡

ๅ—จ๏ผŒไฝ ๅฅฝ๏ผๆˆ‘ๆ˜ฏ Yangting Song๏ผˆsjkncs๏ผ‰๏ผ๐Ÿ‘‹

  • ๐ŸŽ† ๅ“ˆๅฐ”ๆปจๅทฅไธšๅคงๅญฆ๏ผˆๆทฑๅœณ๏ผ‰ โ€” ๅŸŽไนก่ง„ๅˆ’ไธ“ไธš
  • ๐Ÿ”ข ๅฏน ๆ•ฐๅญฆใ€ๆ•ฐๅ€ผๅˆ†ๆžไธŽไผ˜ๅŒ–็†่ฎบ ๅ……ๆปก็ƒญๆƒ…๏ผŒๆทฑๅ…ฅ็ ”็ฉถ็ฎ—ๆณ•่ƒŒๅŽ็š„ๆ•ฐๅญฆๅŽŸ็†
  • ๐Ÿค– ไธ“ๆณจไบŽ ไบบๅทฅๆ™บ่ƒฝไธŽๆœบๅ™จๅญฆไน  ้ข†ๅŸŸ๏ผŒ็ƒญ่กทไบŽ้€š่ฟ‡ๆŠ€ๆœฏๅˆ›ๆ–ฐๆ”นๅ˜ไธ–็•Œ
  • ๐Ÿงฌ ๆŽข็ดข AI+็”Ÿ็‰ฉไฟกๆฏ ไบคๅ‰้ข†ๅŸŸ๏ผŒ่‡ดๅŠ›ไบŽๅฐ†ๆ™บ่ƒฝ็ฎ—ๆณ•ๅบ”็”จไบŽ็”Ÿ็‰ฉๅŒปๅญฆ็ ”็ฉถ
  • ๐ŸŒฟ ๆญฃๅœจๆŽข็ดข ็”Ÿๆ€ๅญฆไธŽ็Žฏๅขƒ็ง‘ๅญฆ ร— AI ็š„ๅ‰ๆฒฟ่พน็•Œ๏ผŒๅˆฉ็”จ่ฎก็ฎ—ๆ–นๆณ•็†่งฃๅ’ŒไฟๆŠค็”Ÿๆ€็ณป็ปŸ
  • ๐Ÿš€ ็ซ‹ๅฟ—ๆˆไธบๆ–ฐไธ€ไปฃAIๅผ€ๅ‘่€…๏ผŒๆž„ๅปบๆ›ดๆ™บ่ƒฝใ€ๆ›ดไบบๆ€งๅŒ–็š„ๆœชๆฅ

"ๆ•ฐๅญฆๆ˜ฏ่‡ช็„ถ็š„่ฏญ่จ€๏ผŒไผ˜ๅŒ–ๆ˜ฏๆ™บ่ƒฝ็š„้’ฅๅŒ™๏ผŒAI+Bio ๆ˜ฏ็ง‘ๅญฆๅ‘็Žฐ็š„ๆœชๆฅใ€‚"

๐Ÿ”ญ Current Focus / ๅฝ“ๅ‰ๆ–นๅ‘

๐Ÿ”ญ Working On / ๆญฃๅœจๅš

LLM-powered Tools, Quantitative AI, HarmonyOS Apps & Ecology ร— AI Exploration

LLM้ฉฑๅŠจ็š„ๆ™บ่ƒฝๅทฅๅ…ทใ€้‡ๅŒ–AIใ€้ธฟ่’™ๅบ”็”จๅผ€ๅ‘ใ€็”Ÿๆ€ๅญฆร—AIๅ‰ๆฒฟๆŽข็ดข

๐ŸŒฑ Learning / ๆญฃๅœจๅญฆ

Numerical Analysis, Convex Optimization, Deep Learning Theory, Ecological Modeling & Environmental AI

ๆ•ฐๅ€ผๅˆ†ๆžใ€ๅ‡ธไผ˜ๅŒ–ใ€ๆทฑๅบฆๅญฆไน ็†่ฎบใ€็”Ÿๆ€ๅปบๆจกไธŽ็ŽฏๅขƒAI

๐Ÿ‘ฏ Collaborate / ๆœŸๆœ›ๅˆไฝœ

AI/ML, Quantitative Analysis, HarmonyOS Development & Environmental AI Projects

AI/MLใ€้‡ๅŒ–ๅˆ†ๆžใ€้ธฟ่’™ๅบ”็”จๅผ€ๅ‘ไธŽ็ŽฏๅขƒAI้กน็›ฎ

๐Ÿ’ฌ More About Me / ๆ›ดๅคšๅ…ณไบŽๆˆ‘

๐Ÿ‡ฌ๐Ÿ‡ง English

  • ๐Ÿค” I'm looking for help with Advanced Optimization Methods, Ecological Data Analysis & AI for Environmental Science
  • ๐Ÿ’ฌ Ask me about Python, LLM Integration, Quantitative Finance, HarmonyOS, Data Processing & AI Research
  • ๐Ÿ“ซ How to reach me: zhiwaisong@gmail.com or GitHub @sjkncs
  • ๐Ÿ˜„ Pronouns: He/Him
  • โšก Fun fact: Math enthusiast who believes optimization is the soul of AI and AI+Ecology will reshape how we protect our planet! ๐Ÿ”ข๐ŸŒฟ๐ŸŽ†

๐Ÿ‡จ๐Ÿ‡ณ ไธญๆ–‡

  • ๐Ÿค” ๆญฃๅœจๅฏปๆฑ‚ๅ…ณไบŽ ้ซ˜็บงไผ˜ๅŒ–ๆ–นๆณ•ใ€็”Ÿๆ€ๆ•ฐๆฎๅˆ†ๆžไธŽ็Žฏๅขƒ็ง‘ๅญฆAI ๆ–น้ข็š„ๅธฎๅŠฉ
  • ๐Ÿ’ฌ ๆฌข่ฟŽๅ‘ๆˆ‘ๅ’จ่ฏข Pythonใ€LLM้›†ๆˆใ€้‡ๅŒ–้‡‘่žใ€้ธฟ่’™ๅผ€ๅ‘ใ€ๆ•ฐๆฎๅค„็†ไธŽAI็ ”็ฉถ
  • ๐Ÿ“ซ ่”็ณปๆˆ‘๏ผšzhiwaisong@gmail.com ๆˆ– GitHub @sjkncs
  • ๐Ÿ˜„ ็งฐๅ‘ผ๏ผšไป–/He
  • โšก ่ถฃไบ‹๏ผšไธ€ไธช็›ธไฟกไผ˜ๅŒ–ๆ˜ฏAI็ต้ญ‚ใ€AI+็”Ÿๆ€ๅญฆๅฐ†้‡ๅก‘ๆˆ‘ไปฌไฟๆŠคๅœฐ็ƒๆ–นๅผ็š„ๆ•ฐๅญฆ็ˆฑๅฅฝ่€…๏ผ๐Ÿ”ข๐ŸŒฟ๐ŸŽ†

๐Ÿš€ Projects / ้กน็›ฎๅฑ•็คบ

๐Ÿ‡ฌ๐Ÿ‡ง Featured Projects

Project Description
๐Ÿค– Ding-AI AI-powered PPT generation tool with Web & Electron support. Auto-generate outlines, themes, slide content & images via LLM. TypeScript Electron Vite Fastify
๐Ÿผ PandaQuantFlow AI-driven quantitative factor platform integrating LLMs for strategy development, factor analysis & backtesting. Python FastAPI OpenAI SDK Pandas
๐Ÿ“Š 2025-eco-machine-learning Intelligent financial analysis platform โ€” LightGBM-based stock selection (annualized Sharpe 2.46), multi-agent AI forum, real-time web dashboard. Python LightGBM Jupyter LaTeX
๐Ÿšข EIC-shipping-data-processing OCR correction & data processing pipeline for East India Company shipping records (1605โ€“1856). Date normalization, field validation & batch repair. Python
๐Ÿ—บ๏ธ SmartTravel HarmonyOS 5.0 smart travel app โ€” AR navigation, AI assistant, live view, intelligent itinerary planning & hotel booking. ArkTS ArkUI HarmonyOS
โœ๏ธ my-hexo-blog Personal tech blog built with Hexo โ€” sharing insights on AI, mathematics & development. HTML CSS JavaScript Hexo

๐Ÿ‡จ๐Ÿ‡ณ ้กน็›ฎ็ฒพ้€‰

้กน็›ฎ ๆ่ฟฐ
๐Ÿค– Ding-AI AI้ฉฑๅŠจ็š„PPT่‡ชๅŠจ็”Ÿๆˆๅทฅๅ…ท๏ผŒๆ”ฏๆŒ Web ไธŽ Electron ๆกŒ้ข็ซฏใ€‚้€š่ฟ‡LLM่‡ชๅŠจ็”Ÿๆˆๅคง็บฒใ€ไธป้ข˜ใ€้กต้ขๅ†…ๅฎนไธŽ้…ๅ›พใ€‚TypeScript Electron Vite Fastify
๐Ÿผ PandaQuantFlow AI้ฉฑๅŠจ็š„้‡ๅŒ–ๅ› ๅญๅนณๅฐ๏ผŒ้›†ๆˆๅคง่ฏญ่จ€ๆจกๅž‹่พ…ๅŠฉ้‡ๅŒ–็ญ–็•ฅๅผ€ๅ‘ใ€ๅ› ๅญๅˆ†ๆžไธŽๅ›žๆต‹ใ€‚Python FastAPI OpenAI SDK Pandas
๐Ÿ“Š 2025-eco-machine-learning ๆ™บ่ƒฝ้‡‘่žๅˆ†ๆžๅนณๅฐ โ€” ๅŸบไบŽLightGBM็š„A่‚ก้€‰่‚ก็ญ–็•ฅ๏ผˆๅนดๅŒ–ๅคๆ™ฎ2.46๏ผ‰ใ€ๅคšAgent AI่ฎบๅ›ใ€ๅฎžๆ—ถWebไปช่กจ็›˜ใ€‚Python LightGBM Jupyter LaTeX
๐Ÿšข EIC-shipping-data-processing ่‹ฑๅฑžไธœๅฐๅบฆๅ…ฌๅธ่ˆชๆตท่ฎฐๅฝ•๏ผˆ1605โ€“1856๏ผ‰OCRๆ กๆญฃไธŽๆ•ฐๆฎๅค„็†ๆตๆฐด็บฟใ€‚ๆ—ฅๆœŸๆ ‡ๅ‡†ๅŒ–ใ€ๅญ—ๆฎต้ชŒ่ฏไธŽๆ‰น้‡ไฟฎๅคใ€‚Python
๐Ÿ—บ๏ธ SmartTravel ้ธฟ่’™ HarmonyOS 5.0 ๆ™บๆ…งๆ—…ๆธธๅบ”็”จ โ€” ARๅฎžๆ™ฏๅฏผ่ˆชใ€AIๆ™บ่ƒฝๅŠฉๆ‰‹ใ€ๅฎžๅ†ต็ช—ใ€ๆ™บ่ƒฝ่กŒ็จ‹่ง„ๅˆ’ไธŽ้…’ๅบ—้ข„่ฎขใ€‚ArkTS ArkUI HarmonyOS
โœ๏ธ my-hexo-blog ๅŸบไบŽ Hexo ็š„ไธชไบบๆŠ€ๆœฏๅšๅฎข โ€” ๅˆ†ไบซAIใ€ๆ•ฐๅญฆไธŽๅผ€ๅ‘ๆ–น้ข็š„่ง่งฃใ€‚HTML CSS JavaScript Hexo

๐Ÿ› ๏ธ Tech Stack & Tools / ๆŠ€ๆœฏๆ ˆไธŽๅทฅๅ…ท

๐ŸŒฟ Ecology ร— AI / ็”Ÿๆ€ๅญฆ ร— ไบบๅทฅๆ™บ่ƒฝ

๐Ÿ‡ฌ๐Ÿ‡ง Exploring the Boundaries

I'm deeply fascinated by the intersection of Ecology, Environmental Science, and Artificial Intelligence. My current explorations include:

  • ๐ŸŒ Species Distribution Modeling โ€” Using deep learning to predict how species respond to climate change
  • ๐Ÿ›ฐ๏ธ Remote Sensing + CV โ€” Applying computer vision to satellite imagery for land cover classification and deforestation detection
  • ๐ŸŒŠ Environmental Time-Series Forecasting โ€” Leveraging LSTMs and Transformers for water quality, air pollution, and climate predictions
  • ๐Ÿงฌ eDNA & Biodiversity Analysis โ€” Combining bioinformatics with NLP techniques for environmental DNA metabarcoding
  • ๐ŸŒฑ Ecosystem Simulation โ€” Using agent-based models and optimization to simulate ecological dynamics
  • ๐Ÿ“Š Conservation AI โ€” Building intelligent tools for wildlife monitoring and habitat preservation

๐Ÿ‡จ๐Ÿ‡ณ ๆŽข็ดข่พน็•Œ

ๆˆ‘ๅฏน ็”Ÿๆ€ๅญฆใ€็Žฏๅขƒ็ง‘ๅญฆไธŽไบบๅทฅๆ™บ่ƒฝ ็š„ไบคๅ‰้ข†ๅŸŸๆทฑๆ„Ÿ็€่ฟทใ€‚ๅฝ“ๅ‰็š„ๆŽข็ดขๆ–นๅ‘ๅŒ…ๆ‹ฌ๏ผš

  • ๐ŸŒ ็‰ฉ็งๅˆ†ๅธƒๅปบๆจก โ€” ๅˆฉ็”จๆทฑๅบฆๅญฆไน ้ข„ๆต‹็‰ฉ็งๅฏนๆฐ”ๅ€™ๅ˜ๅŒ–็š„ๅ“ๅบ”
  • ๐Ÿ›ฐ๏ธ ้ฅๆ„Ÿ + ่ฎก็ฎ—ๆœบ่ง†่ง‰ โ€” ๅฐ†CVๅบ”็”จไบŽๅซๆ˜Ÿๅฝฑๅƒ๏ผŒ่ฟ›่กŒๅœŸๅœฐ่ฆ†็›–ๅˆ†็ฑปไธŽๆฃฎๆž—็ ไผๆฃ€ๆต‹
  • ๐ŸŒŠ ็Žฏๅขƒๆ—ถ้—ดๅบๅˆ—้ข„ๆต‹ โ€” ๅ€ŸๅŠฉLSTMๅ’ŒTransformer้ข„ๆต‹ๆฐด่ดจใ€็ฉบๆฐ”ๆฑกๆŸ“ไธŽๆฐ”ๅ€™ๅ˜ๅŒ–
  • ๐Ÿงฌ ็ŽฏๅขƒDNAไธŽ็”Ÿ็‰ฉๅคšๆ ทๆ€งๅˆ†ๆž โ€” ็ป“ๅˆ็”Ÿ็‰ฉไฟกๆฏๅญฆไธŽNLPๆŠ€ๆœฏ่ฟ›่กŒ็ŽฏๅขƒDNAๅฎๆกๅฝข็ ๅˆ†ๆž
  • ๐ŸŒฑ ็”Ÿๆ€็ณป็ปŸๆจกๆ‹Ÿ โ€” ไฝฟ็”จๅŸบไบŽๆ™บ่ƒฝไฝ“็š„ๆจกๅž‹ๅ’Œไผ˜ๅŒ–ๆ–นๆณ•ๆจกๆ‹Ÿ็”Ÿๆ€ๅŠจๅŠ›ๅญฆ
  • ๐Ÿ“Š ไฟๆŠคAI โ€” ๆž„ๅปบ็”จไบŽ้‡Ž็”ŸๅŠจ็‰ฉ็›‘ๆต‹ๅ’Œๆ –ๆฏๅœฐไฟๆŠค็š„ๆ™บ่ƒฝๅทฅๅ…ท

๐ŸŒ "Technology should serve nature. AI gives us unprecedented power to understand, predict, and protect the ecosystems we depend on."

๐ŸŒ "ๆŠ€ๆœฏๅบ”ๅฝ“ๆœๅŠกไบŽ่‡ช็„ถใ€‚AI่ต‹ไบˆๆˆ‘ไปฌๅ‰ๆ‰€ๆœชๆœ‰็š„ๅŠ›้‡ๅŽป็†่งฃใ€้ข„ๆต‹ๅ’ŒไฟๆŠคๆˆ‘ไปฌ่ต–ไปฅ็”Ÿๅญ˜็š„็”Ÿๆ€็ณป็ปŸใ€‚"

๐Ÿ“Š GitHub & Development Stats / GitHub ไธŽๅผ€ๅ‘็ปŸ่ฎก

github-snake

Stars Followers Repos Commits

๐Ÿ’ป Top Languages / ไธป่ฆ่ฏญ่จ€
Python       โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘โ–‘  45%
TypeScript   โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘  30%
JavaScript   โ–ˆโ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘  10%
HTML/CSS     โ–ˆโ–ˆโ–ˆโ–ˆโ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘   8%
ArkTS        โ–ˆโ–ˆโ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘   5%
Others       โ–ˆโ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘โ–‘   2%
Language Repos Usage
๐Ÿ Python 3 Ding-AI backend, PandaQuantFlow, EIC-data, FinanceAI
๐Ÿ“˜ TypeScript 2 Ding-AI frontend, SmartTravel
๐Ÿ“„ JavaScript 3 PandaQuantFlow web, Blog
๐ŸŽจ HTML/CSS 2 Blog, SmartTravel
๐Ÿ“ฑ ArkTS 1 SmartTravel (HarmonyOS)
๐Ÿ“Š Jupyter 1 FinanceAI notebooks

GitHub Streak

๐ŸŽฏ 20+
Skills Mastered
ๆŽŒๆกๆŠ€่ƒฝ		 ๐Ÿ“ 7
Repositories
ไปฃ็ ไป“ๅบ“		 ๐Ÿ† 12
Projects
ๅฎŒๆˆ้กน็›ฎ		 ๐Ÿ’ก 200+
Hours Coding
็ผ–็จ‹ๆ—ถ้•ฟ		 ๐Ÿ”ฅ Active
Contributions
ๆŒ็ปญ่ดก็Œฎไธญ

Visit GitHub

๐ŸŽฏ 2025 Goals & Milestones / 2025 ๅนด็›ฎๆ ‡ไธŽ้‡Œ็จ‹็ข‘

๐Ÿš€ Current Objectives / ๅฝ“ๅ‰็›ฎๆ ‡

Goal / ็›ฎๆ ‡ Description / ๆ่ฟฐ
๐ŸŽ“ Graduate with Honors / ไผ˜็ง€ๆฏ•ไธš Complete my degree with distinction / ไปฅไผ˜ๅผ‚ๆˆ็ปฉๅฎŒๆˆๅญฆไธš
๐Ÿ’ผ Land First AI Role / ่Žทๅพ—้ฆ–ไปฝAIๅฒ—ไฝ Join a tech company in AI/ML / ๅŠ ๅ…ฅ็ง‘ๆŠ€ๅ…ฌๅธไปŽไบ‹AI/ML
๐Ÿ”ฌ Research Contribution / ็ง‘็ ”่ดก็Œฎ Publish ML/AI & Ecology insights / ๅ‘่กจML/AIไธŽ็”Ÿๆ€ๅญฆ็ ”็ฉถ
๐ŸŒ Open Source Impact / ๅผ€ๆบๅฝฑๅ“ๅŠ› Contribute to meaningful projects / ไธบๆœ‰ๆ„ไน‰็š„้กน็›ฎๅš่ดก็Œฎ
๐Ÿ“š Continuous Learning / ๆŒ็ปญๅญฆไน  Master AI frameworks & ecological modeling / ็ฒพ้€šAIๆก†ๆžถไธŽ็”Ÿๆ€ๅปบๆจก

๐Ÿ† 2025 Achievements / 2025 ๆˆๅฐฑ่งฃ้”

Achievement / ๆˆๅฐฑ Status / ็Šถๆ€
โœ… Ding-AI / AIๆ™บ่ƒฝPPTๅทฅๅ…ท Built LLM-powered PPT generator / ๆž„ๅปบLLM้ฉฑๅŠจ็š„PPT็”Ÿๆˆๅ™จ
โœ… PandaQuantFlow / ้‡ๅŒ–ๅ› ๅญๅนณๅฐ AI-driven quant platform / AI้ฉฑๅŠจ็š„้‡ๅŒ–ๅˆ†ๆžๅนณๅฐ
โœ… SmartTravel / ๆ™บๆ…งๆ—…ๆธธ HarmonyOS 5.0 full-stack app / ้ธฟ่’™ๅ…จๆ ˆๅบ”็”จ
โœ… Financial Analysis / ๆ™บ่ƒฝ้‡‘่žๅˆ†ๆž LightGBM stock selection (Sharpe 2.46) / A่‚ก้€‰่‚ก็ญ–็•ฅ
โœ… EIC Data Processing / ่ˆชๆตทๆ•ฐๆฎๅค„็† Historical OCR pipeline (1605โ€“1856) / ๅŽ†ๅฒ่ˆชๆตท่ฎฐๅฝ•OCRๆตๆฐด็บฟ

๐Ÿ”ฌ Research Interests / ็ ”็ฉถๅ…ด่ถฃ

๐Ÿ’ฌ Let's Connect! / ่”็ณปๆˆ‘๏ผ

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๐ŸŒฟ Ecology ร— AI ร— Mathematics โ€” Using the language of math and the power of AI to understand and protect our planet.
๐ŸŒฟ ็”Ÿๆ€ๅญฆ ร— AI ร— ๆ•ฐๅญฆ โ€” ็”จๆ•ฐๅญฆ็š„่ฏญ่จ€ๅ’ŒAI็š„ๅŠ›้‡ๅŽป็†่งฃๅ’ŒไฟๆŠคๆˆ‘ไปฌ็š„ๆ˜Ÿ็ƒใ€‚

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  1. 2025-eco-machine-learning 2025-eco-machine-learning Public

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