chore(i18n): sync translations with latest source changes (chunk 1/1, 6 changes)

This commit is contained in:
localizeflow[bot] 2026-04-20 16:21:28 +00:00
parent 982c828a62
commit 62ca7314f7
6 changed files with 138 additions and 142 deletions

View File

@ -30,8 +30,8 @@
"language_code": "km"
},
"etc/Mindmap.md": {
"original_hash": "f2f88dbd2debd38e26149b27b1fd272d",
"translation_date": "2026-04-06T17:02:56+00:00",
"original_hash": "10abe483dbfb1e1ff695848f4d2e84a8",
"translation_date": "2026-04-20T16:21:19+00:00",
"source_file": "etc/Mindmap.md",
"language_code": "km"
},

View File

@ -1,71 +1,71 @@
# AI
# បញ្ញាសិប្បនិម្មិត
## [ការណែនាំអំពី AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
- និយមន័យ AI
- ប្រវត្តិសាស្ត្រ AI
- ការយកវិធានដល់ AI
- ពីលើចុះ/រំលេចន័យ
- ពីក្រោមឡើង/សរសៃប្រសាទ
- វិវត្តន៍
- Synergetic / AI កើតឡើងដោយផ្ទាល់
- [សាលាអាជីវកម្ម Microsoft AI](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
## [ការណែនាំអំពីបញ្ញាសិប្បនិម្មិត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
- ការពិពណ៌នាអំពីបញ្ញាសិប្បនិម្មិត
- ប្រវត្តិរបស់បញ្ញាសិប្បនិម្មិត
- វិធីសាស្ត្រចូលដំណើរការបញ្ញាសិប្បនិម្មិត
- ចុចទៅលើ/សញ្ញាសម្គាល់
- ក្រោមទៅលើ/បណ្តាញប្រសាទ
- ផលិតកម្មវិធីអភិវឌ្ឍ
- សហករណ៍ / បញ្ញាសិប្បនិម្មិតបង្កើតឡើង
- [សាលាជំនួញ AI របស់ Microsoft](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
## [AI រូបសំណាក់](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
- ការបង្ហាញចំណេះដឹង
## [បញ្ញាសិប្បនិម្មិតសញ្ញាសម្គាល់](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
- ការប្រតិទស្សន៍ចំណេះដឹង
- [ប្រព័ន្ធអ្នកជំនាញ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
- [ុងតូឡូជី](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
- ឧបករណ៍ Semantic Web
- [នុក្រិតវិទ្យា](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
- វិបសមាស
## [បណ្តាញសរសៃប្រសាទ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
## [បណ្តាញប្រសាទ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
- [Perceptron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
- [បណ្តាញច្រើនស្រទាប់](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
- [ការណែនាំអំពី Frameworks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
- [បណ្តាញចម្បងជាច្រើនស្រទាប់](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
- [ការណែនាំអំពីទម្រង់](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
- [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
- [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md)
- [ការវាយប្រហារលើវា](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
- [ការប៉ាន់ប្រមាណលើស](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
## [ំណត់មើលកុំព្យូទ័រ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
## [ារមើលឃើញកុំព្យូទ័រ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
- នៅលើ MS Learn
- [គ្រឹះអំពី AI: ស្វែងយល់កំណត់មើលកុំព្យូទ័រ](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [គ្រឹះបញ្ញាសិប្បនិម្មិត៖ ស្វែងយល់ការមើលឃើញកុំព្យូទ័រ](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [CV ជាមួយ PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [CV ជាមួយ TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [ការណែនាំអំពី CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [បណ្តាញរលកស្រប](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- [រចនាសម្ព័ន្ធ CNN](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
- [ការរៀនផ្ទេរ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [កន្លែងបង្រៀន](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
- [ការណែនាំអំពី CV OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [បណ្តាញការប្រមូលបូកជាមួយ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- [ស្ថាបត្យកម្ម CNN](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
- [ការសិក្សាប្តូរថ្មី](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [គន្លឹះបណ្តុះបណ្តាល](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
- [Autoencoders និង VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
- [បណ្តាញប្រកួតប្រជែងបង្កើត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [ផ្ទេររចនាសម្ព័ន្ធរូបភាព](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
- [បណ្តាញប្រឆាំងផលិតកម្មវិធី](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [ការប្ដូរឯកសារ Style](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
- [ការរកឃើញវត្ថុ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
- [ការបែងចែក](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
- [ការបំបែកផ្នែក](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
## [ំណត់ភាសាធម្មជាតិ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
## [ារបញ្ជាភាសាប្រសិទ្ធិភាពធម្មជាតិ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
- នៅលើ MS Learn
- [គ្រឹះអំពី AI: ស្វែងយល់ NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [គ្រឹះបញ្ញាសិប្បនិម្មិត៖ ស្វែងយល់ NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [NLP ជាមួយ PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
- [NLP ជាមួយ TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [ការបង្ហាញអត្ថបទ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
- ប្រអប់ពាក្យ
- [ការប្រតិទស្សន៍អត្ថបទ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
- ច្រវាក់ពាក្យ
- TF/IDF
- [ការតម្រុយន័យភាសា](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
- [ការលេចចេញនៃអត្ថន័យ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
- Word2Vec
- GloVE
- [ការគំរូភាសា](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
- [បណ្តាញប្រសាទកើតឡើងម្តងទៀត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
- [ការទ្រទ្រង់ភាសា](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
- [បណ្តាញប្រសាទទ្រង់ទ្រាយ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
- LSTM
- GRU
- [បណ្តាញបង្កើតកើតឡើងម្តងទៀត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [បណ្តាញបង្កើតឡើងជាបន្តបន្ទាប់](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [Transformers និង BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
- [ការកំណត់ឈ្មោះបុគ្គលិក](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [ការទទួលស្គាល់ឈ្មោះអង្គភាព](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [ការបង្កើតអត្ថបទ និង GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
## បច្ចេកទេសផ្សេងទៀត
- [គណិតវិទ្យាជីវិត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
- [ការរៀនជំរុញជ្រៅ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [ប្រព័ន្ធភាគីច្រើន](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
- [អាល់ហ្គារីធម៍ជេនេទិក](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
- [ការគ្រប់គ្រងជម្រះជ្រាវជ្រែកជ្រោមជ្រោយជ្រៅ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [ប្រព័ន្ធភ្នាក់ងារច្រើន](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
## [សីលធម៌ AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
- [MS Learn លើការទទួលខុសត្រូវ AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
## [សីលធម៏ការបញ្ញាសិប្បនិម្មិត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
- [MS Learn អំពីបញ្ញាសិប្បនិម្មិតដែលមានចំណង់ចំណូលចិត្ត](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
## បន្ថែម
- [បណ្តាញពហុរូបមន្ត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
- [CLIP](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
@ -75,6 +75,6 @@
---
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
**ការបដិសេធ** ៖
ឯកសារនេះត្រូវបានបម្លែងជាភាសាខ្មែរដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខិតខំសម្រាប់ភាពជាក់លាក់ សូមយកចិត្តទុកដាក់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុសឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាដែលមានប្រភពដំណើរការ គួរត្រូវបានពិចារណាថា ជា ផ្នែកគ្រប់គ្រងទិន្នន័យ​សំខាន់។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមអនុញ្ញាតឲ្យមានការបកប្រែដោយមនុស្សជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកស្រាយខុសប្លែកណាមួយទេ ដែលកើតមានពីការប្រើប្រាស់ការបកប្រែនេះ។
**ការព្រមាន**:
ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលយើងខិតខំរកការត្រឹមត្រូវ សូមយល់ដឹងថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុសឬមិនត្រឹមត្រូវ។ ឯកសារដើមជាភាសាដើមគួរត្រូវបានគិតថាជាកំណត់ហេតុផ្លូវការនៃព័ត៌មាន។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមណែនាំឲ្យប្រើការបកប្រែដោយមនុស្សជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកស្រាយខុសដែលអាចកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះទេ
<!-- CO-OP TRANSLATOR DISCLAIMER END -->

View File

@ -30,8 +30,8 @@
"language_code": "kn"
},
"etc/Mindmap.md": {
"original_hash": "f2f88dbd2debd38e26149b27b1fd272d",
"translation_date": "2025-11-25T20:28:48+00:00",
"original_hash": "10abe483dbfb1e1ff695848f4d2e84a8",
"translation_date": "2026-04-20T16:20:33+00:00",
"source_file": "etc/Mindmap.md",
"language_code": "kn"
},

View File

@ -1,20 +1,20 @@
# AI
## [AI ಪರಿಚಯ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
## [AIಗೆ ಪರಿಚಯ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
- AI ವ್ಯಾಖ್ಯಾನ
- AI ಇತಿಹಾಸ
- AI ಗೆ ಉಪಾಯಗಳು
- ಟಾಪ್-ಡೌನ್/ಪ್ರತೀಕಾತ್ಮಕ
- ಬಾಟಮ್-ಅಪ್/ನ್ಯೂರಲ್
- ವಿಕಾಸಾತ್ಮಕ
- ಸೈನರ್ಜೆಟಿಕ್ / ಉದ್ಭವ AI
- AIಗೆ ಕ್ರಮಗಳು
- ಉರ್ಜಿತ-ಡೌನ್/ಪ್ರತೀಕಾತ್ಮಕ
- ಅಡಿಯಲ್ಲಿ-ಮೇಲೆ/ನ್ಯೂರಲ್
- ಪರಿಷ್ಕರಣಾತ್ಮಕ
- ಸಿಂರ್ಗೆಟಿಕ್ / ಉದ್ಭವವಾದ AI
- [Microsoft AI ವ್ಯವಹಾರ ಶಾಲೆ](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
## [ಪ್ರತೀಕಾತ್ಮಕ AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
- ಜ್ಞಾನ ಪ್ರತಿನಿಧಾನ
- [ನಿಪುಣ ವ್ಯವಸ್ಥೆಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
- [ಂಟಾಲಜಿಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
- ಅರ್ಥಜಾಲ ವೆಬ್
- [ಂಟಾಲಜಿಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
- ಅರ್ಥಮೂಲಕ ವೆಬ್
## [ನ್ಯೂರಲ್ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
- [ಪರ್ಸೆಪ್ಟ್ರಾನ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
@ -22,52 +22,50 @@
- [ಫ್ರೇಮ್ವರ್ಕ್‌ಗಳಿಗೆ ಪರಿಚಯ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
- [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
- [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md)
- [ಅತಿವೈಯಕ್ತಿಕತೆ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
- [ಓವರ್‌ಫಿಟಿಂಗ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
## [ಕಂಪ್ಯೂಟರ್ ದೃಷ್ಟಿ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
- MS Learn ನಲ್ಲಿ
- [AI ಮೂಲಭೂತಗಳು: ಕಂಪ್ಯೂಟರ್ ದೃಷ್ಟಿ ಅನ್ವೇಷಣೆ](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [PyTorch ನೊಂದಿಗೆ CV](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [TensorFlow ನೊಂದಿಗೆ CV](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [CV ಗೆ ಪರಿಚಯ. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [ನ್ವಲ್ಯೂಷನಲ್ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- MS ಲರ್ನ್‌ನಲ್ಲಿ
- [AI ಮೂಲಭೂತ: ಕಂಪ್ಯೂಟರ್ ದೃಷ್ಟಿ ಅನ್ವೇಷಿಸಿ](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [PyTorch ಜೊತೆ CV](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [TensorFlow ಜೊತೆ CV](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [CVಗೆ ಪರಿಚಯ. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [ನ್ವಲೂಕ್ಷನಲ್ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- [CNN ವಿನ್ಯಾಸಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
- [ಟ್ರಾನ್ಸ್ಫರ್ ಲರ್ನಿಂಗ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [ಟ್ರಾನ್ಸ್ಫರ್ ಲರ್ನಿಂಗ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [ತರಬೇತಿ ತಂತ್ರಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
- [ಆಟೋಎಂಕೋಡರ್‌ಗಳು ಮತ್ತು VAEಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
- [ಜನರೇಟಿವ್ ಪ್ರತಿಸ್ಪರ್ಧಾತ್ಮಕ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [ಶೈಲಿ ವರ್ಗಾವಣೆ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
- [ಆಟೋಎಂಕೋಡರ್‌ಗಳು ಮತ್ತು VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
- [ಸೃಜನಾತ್ಮಕ ಸ್ಪರ್ಧಾತ್ಮಕ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [ಸ್ಟೈಲ್ ಡಾಷ್ಟ್ರಾನ್ಸ್‌ಫರ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
- [ವಸ್ತು ಪತ್ತೆ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
- [ವಿಭಾಗೀಕರಣ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
- [ವಿಭಜನೆ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
## [ಸ್ವಾಭಾವಿಕ ಭಾಷಾ ಪ್ರಕ್ರಿಯೆ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
- MS Learn ನಲ್ಲಿ
- [AI ಮೂಲಭೂತಗಳು: NLP ಅನ್ವೇಷಣೆ](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [PyTorch ನೊಂದಿಗೆ NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
- [TensorFlow ನೊಂದಿಗೆ NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [ಪಠ್ಯ ಪ್ರತಿನಿಧಾನ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
## [ಸ್ವಾಭಾವಿಕ ಭಾಷೆ ಸಂಸ್ಕರಣೆ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
- MS ಲರ್ನ್‌ನಲ್ಲಿ
- [AI ಮೂಲಭೂತ: NLP ಅನ್ವೇಷಿಸಿ](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [PyTorch ಜೊತೆ NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
- [TensorFlow ಜೊತೆ NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [ಪಠ್ಯ ಪ್ರತಿನಿಧಾನ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
- ಪದಗಳ ಬ್ಯಾಗ್
- TF/IDF
- [ಅರ್ಥಾತ್ಮಕ ಎम्बೆಡ್ಡಿಂಗ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
- Word2Vec
- GloVE
- [ಭಾಷಾ ಮಾದರೀಕರಣ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
- [ಅರ್ಥಮೂಲಕ ಎಂಬೆಡ್‌ಡಿಂಗ್ಸ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
- ವರ್ಡ್2ವೆಕ್
- ಗ್ಲೋವ್
- [ಭಾಷಾ ಮಾದರಿ ನಿರ್ಮಾಣ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
- [ಪುನರಾವರ್ತಿತ ನ್ಯೂರಲ್ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
- LSTM
- GRU
- [ಜನರೇಟಿವ್ ಪುನರಾವರ್ತಿತ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [್ರಾನ್ಸ್‌ಫಾರ್ಮರ್‌ಗಳು ಮತ್ತು BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
- [ಸೃಜನಾತ್ಮಕ ಪುನರಾವರ್ತಿತ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [್ರಾನ್ಸ್‌ಫಾರ್ಮರ್‌ಗಳು ಮತ್ತು BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
- [ನಾಮಿತ ಘಟಕ ಗುರುತಿಸುವಿಕೆ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [ಪಠ್ಯ ರಚನೆ ಮತ್ತು GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
- [ಪಠ್ಯದ ಸೃಜನ ಮತ್ತು GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
## ಇತರೆ ತಂತ್ರಗಳು
- [ನನಾತ್ಮಕ ಅಲ್ಗಾರಿದಮ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
- [ಡೀಪ್ ರೀಇನ್ಫೋರ್ಸ್ಮೆಂಟ್ ಲರ್ನಿಂಗ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [ೀವಸಂಹಿತಾ ಅಲ್ಗಾರಿದಮ್ಸ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
- [ದೀರ್ಘ ಪ್ರಮೋದಿತ ಅಧ್ಯಯನ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [ಬಹು-ಏಜೆಂಟ್ ವ್ಯವಸ್ಥೆಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
## [AI ನೈತಿಕತೆ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
- [MS Learn ನಲ್ಲಿ ಜವಾಬ್ದಾರಿಯುತ AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
- [ಜವಾಬ್ದಾರಿಯುತ AI ಕುರಿತು MS ಲರ್ನ್](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
## ಹೆಚ್ಚುವರಿ
- [ಬಹುಮಾಧ್ಯಮ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
- [CLIP](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
@ -77,6 +75,6 @@
---
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
**ಅಸ್ವೀಕರಣ**:
ಈ ದಸ್ತಾವೇಜು AI ಅನುವಾದ ಸೇವೆ [Co-op Translator](https://github.com/Azure/co-op-translator) ಬಳಸಿ ಅನುವಾದಿಸಲಾಗಿದೆ. ನಾವು ನಿಖರತೆಯಿಗಾಗಿ ಪ್ರಯತ್ನಿಸುತ್ತಿದ್ದರೂ, ಸ್ವಯಂಚಾಲಿತ ಅನುವಾದಗಳಲ್ಲಿ ದೋಷಗಳು ಅಥವಾ ಅಸತ್ಯತೆಗಳು ಇರಬಹುದು ಎಂದು ದಯವಿಟ್ಟು ಗಮನಿಸಿ. ಮೂಲ ಭಾಷೆಯಲ್ಲಿರುವ ಮೂಲ ದಸ್ತಾವೇಜನ್ನು ಅಧಿಕೃತ ಮೂಲವಾಗಿ ಪರಿಗಣಿಸಬೇಕು. ಮಹತ್ವದ ಮಾಹಿತಿಗಾಗಿ, ವೃತ್ತಿಪರ ಮಾನವ ಅನುವಾದವನ್ನು ಶಿಫಾರಸು ಮಾಡಲಾಗುತ್ತದೆ. ಈ ಅನುವಾದ ಬಳಕೆಯಿಂದ ಉಂಟಾಗುವ ಯಾವುದೇ ತಪ್ಪು ಅರ್ಥಮಾಡಿಕೊಳ್ಳುವಿಕೆ ಅಥವಾ ತಪ್ಪು ವಿವರಣೆಗಳಿಗೆ ನಾವು ಹೊಣೆಗಾರರಾಗುವುದಿಲ್ಲ.
**ತಮಿಳು**:
ಈ ದಸ್ತಾವೇಜನ್ನು AI ಅನುವಾದ ಸೇವೆ [Co-op Translator](https://github.com/Azure/co-op-translator) ಬಳಸಿ ಅನುವಾದಿಸಲಾಗಿದೆ. ನಾವು ನಿಖರತೆಗೆ ಪ್ರಯತ್ನಿಸುವಾಗ, ಸ್ವಯಂಚಾಲಿತ ಅನುವಾದಗಳಲ್ಲಿ ದೋಷಗಳು ಅಥವಾ ತಪ್ಪುತೆಗಳು ಇದ್ದಿಲ್ಲವೆಂದು ಭರವಸೆ ನೀಡಲಾಗುತ್ತಿಲ್ಲ. ಮೂಲ ಭಾಷೆಯ ದಸ್ತಾವೇಜನ್ನು ಅಧಿಕೃತ ಮೂಲವೆಂದು ಪರಿಗಣಿಸಬೇಕು. ಆವಶ್ಯಕ ಮಾಹಿತಿಗಾಗಿ, ವೃತ್ತಿಪರ ಮಾನವ ಅನುವಾದವನ್ನು ಶಿಫಾರಸು ಮಾಡಲಾಗುತ್ತದೆ. ಈ ಅನುವಾದದ ಬಳಕೆಯಿಂದ ಉಂಟಾದ ಯಾವುದೇ ಅರ್ಥ ಗೊಂದಲಗಳು ಅಥವಾ ತಪ್ಪು ವಿವರಗಳಿಗೆ ನಾವು ಜವಾಬ್ದಾರಿಯಲ್ಲ.
<!-- CO-OP TRANSLATOR DISCLAIMER END -->

View File

@ -30,8 +30,8 @@
"language_code": "ml"
},
"etc/Mindmap.md": {
"original_hash": "f2f88dbd2debd38e26149b27b1fd272d",
"translation_date": "2025-11-25T20:26:47+00:00",
"original_hash": "10abe483dbfb1e1ff695848f4d2e84a8",
"translation_date": "2026-04-20T16:19:55+00:00",
"source_file": "etc/Mindmap.md",
"language_code": "ml"
},

View File

@ -1,82 +1,80 @@
# എഐ
## [എഐയുടെ പരിചയം](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
- എഐയുടെ നിർവചനം
## [എഐ പരിചയം](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
- എഐ നിർവചനം
- എഐയുടെ ചരിത്രം
- എഐയിലേക്കുള്ള സമീപനങ്ങൾ
- ടോപ്പ്-ഡൗൺ/സിംബോളിക്
- ബോട്ടം-അപ്പ്/ന്യറൽ
- എവല്യൂഷണറി
- സിനർജറ്റിക് / എമർജന്റ് എഐ
- [Microsoft AI ബിസിനസ് സ്കൂൾ](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
- ബോട്ടം-അപ്പ്/ന്യറൽ
- ഇൻവേലൂഷണറി
- സിനർജറ്റിക്ക് / എമർജന്റ് എഐ
- [മൈക്രോസോഫ്റ്റ് എഐ ബിസിനസ് സ്കൂൾ](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
## [സിംബോളിക് എഐ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
- അറിവ് പ്രതിനിധാനം
- [എക്സ്പർട്ട് സിസ്റ്റങ്ങൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
- [ന്റോളജികൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
- സെമാ്റിക് വെബ്
- വിജഞാന പ്രതിനിധാനം
- [എക്സ്പേർട്ട് സിസ്റ്റംസ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
- [ംട്ടോളജികൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
- സെമാൻറ്റിക് വെബ്
## [ന്യറൽ നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
- [േഴ്സെപ്ട്രോൺ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
## [ന്യറൽ നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
- [െർസെപ്ട്രോൺ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
- [മൾട്ടി-ലെയർഡ് നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
- [ഫ്രെയിംവർക്കുകളിലേക്ക് പരിചയം](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
- [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
- [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md)
- [ഫ്രെയിംവർക്ക് പരിചയം](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
- [പൈടോർച്ച്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
- [ടെൻസർഫ്ലോ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md)
- [ഓവർഫിറ്റിംഗ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
## [മ്പ്യൂട്ടർ വിഷൻ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
- MS Learn-
- [എഐ അടിസ്ഥാനങ്ങൾ: കമ്പ്യൂട്ടർ വിഷൻ അന്വേഷിക്കുക](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [PyTorch ഉപയോഗിച്ച് CV](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [TensorFlow ഉപയോഗിച്ച് CV](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [CV പരിചയം. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [കോൺവല്യൂഷണൽ നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- [CNN ആർക്കിടെക്ചറുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
## [ോംപ്യൂട്ടർ വിഷൻ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
- എംഎസ് ലേണി
- [എഐ ഫണ്ടമെന്റൽസ്: കോംപ്യൂട്ടർ വിഷൻ പരിശോധിക്കുക](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [പൈടോർച്ച് ഉപയോഗിച്ചുള്ള കോംപ്യൂട്ടർ വിഷൻ](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [ടെൻസർഫ്ലോ ഉപയോഗിച്ചുള്ള കോംപ്യൂട്ടർ വിഷൻ](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [കോംപ്യൂട്ടർ വിഷൻ പരിചയം. ഓപ്പൺസി‌വി](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [കോൺവലൂഷണൽ നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- [സിഎൻഎൻ ആർക്കിടെക്ചറുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
- [ട്രാൻസ്ഫർ ലേണിംഗ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [ട്രെയിനിംഗ് ട്രിക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
- [ഓട്ടോഎൻകോഡറുകളും VAE-കളും](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
- [ഓട്ടോഎൻകോഡറുകളും വെഎസ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
- [ജനറേറ്റീവ് അഡ്വേഴ്സറിയൽ നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [സ്റ്റൈൽ ട്രാൻസ്ഫർ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
- [ഓബ്ജക്റ്റ് ഡിറ്റക്ഷൻ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
- [സെഗ്മെന്റേഷൻ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
## [പ്രകൃതിദത്ത ഭാഷാ പ്രോസസ്സിംഗ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
- MS Learn-
- [എഐ അടിസ്ഥാനങ്ങൾ: NLP അന്വേഷിക്കുക](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [PyTorch ഉപയോഗിച്ച് NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
- [TensorFlow ഉപയോഗിച്ച് NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
## [നേഷൻറൽ ലാംഗ്വേജ് പ്രോസസ്സിംഗ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
- എംഎസ് ലേണി
- [എഐ ഫണ്ടമെന്റൽസ്: എൻഎൽപിയെ പരിശോധിക്കുക](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [പൈടോർച്ച് ഉപയോഗിച്ചുള്ള എൻഎൽപി](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
- [ടെൻസർഫ്ലോ ഉപയോഗിച്ചുള്ള എൻഎൽപി](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [ടെക്സ്റ്റ് പ്രതിനിധാനം](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
- ബാഗ് ഓഫ് വേഡ്സ്
- TF/IDF
- [സെമാന്റിക് എംബെഡ്ഡിംഗുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
- Word2Vec
- GloVE
- വാക്കുകളുടെ ബാഗ്
- ടി.എഫ്/ഐ.ഡി.എഫ്
- [സെമാന്റിക് എംബെഡ്ഡിങ്ങുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
- വേഡ്2വെക്
- ഗ്ലോവ്
- [ഭാഷാ മോഡലിംഗ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
- [റികറന്റ് ന്യറൽ നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
- LSTM
- GRU
- [റികറന്റ് ന്യറൽ നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
- എൽഎസ്ടിഎം
- ജിആർയു
- [ജനറേറ്റീവ് റികറന്റ് നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [ട്രാൻസ്ഫോർമേഴ്സ് ആൻഡ് BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
- [നെയിംഡ് എന്റിറ്റി റെക്കഗ്നിഷൻ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [ടെക്സ്റ്റ് ജനറേഷൻ ആൻഡ് GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
- [ട്രാൻസ്ഫോർമേഴ്‌സ് അടക്കം BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
- [നെയിംഡ് എന്റിറ്റി റെക്കഗ്‌നിഷൻ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [ടെക്സ്റ്റ് ജനറേഷൻ ആൻഡ് ജിപിടി](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
## മറ്റു സാങ്കേതിക വിദ്യകൾ
- [ജനറ്റിക് ആൽഗൊരീത്തങ്ങൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
- [ഡി‌പ്ല് റീന്ഫോഴ്സ്മെന്റ് ലേണിംഗ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [മൾട്ടി-ഏജന്റ് സിസ്റ്റമുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
## മറ്റ് സാങ്കേതിക വിദ്യകൾ
- [ജനറ്റിക് ആൽഗോരിതങ്ങൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
- [ഡീപ്പ് റീഇൻഫോഴ്‌സ്‌മെന്റ് ലേണിംഗ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [മൾട്ടി-ഏജന്റ് സിസ്റ്റങ്ങൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
## [എഐ എതിക്സ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
- [MS Learn-ൽ ഉത്തരവാദിത്വമുള്ള എഐ](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
## അധികങ്ങൾ
## [എഐ എതി‍ക്ക്സ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
- [എംഎസ് ലേണിൽ ഉത്തരവാദിത്വമുള്ള എഐ](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
## എക്സ്ട്രാസ്
- [മൾട്ടിമോഡൽ നെറ്റ്‌വർക്കുകൾ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
- [CLIP](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
- [ക്ലിപ്പ്](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
- DALL-E
- VQ-GAN
---
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
**അസൂയാ**:
രേഖ AI വിവർത്തന സേവനം [Co-op Translator](https://github.com/Azure/co-op-translator) ഉപയോഗിച്ച് വിവർത്തനം ചെയ്തതാണ്. നാം കൃത്യതയ്ക്ക് ശ്രമിച്ചെങ്കിലും, സ്വയം പ്രവർത്തിക്കുന്ന വിവർത്തനങ്ങളിൽ പിശകുകൾ അല്ലെങ്കിൽ തെറ്റുകൾ ഉണ്ടാകാമെന്ന് ദയവായി ശ്രദ്ധിക്കുക. അതിന്റെ മാതൃഭാഷയിലുള്ള യഥാർത്ഥ രേഖയാണ് പ്രാമാണികമായ ഉറവിടം എന്ന് പരിഗണിക്കേണ്ടതാണ്. നിർണായകമായ വിവരങ്ങൾക്ക്, പ്രൊഫഷണൽ മനുഷ്യ വിവർത്തനം ശുപാർശ ചെയ്യപ്പെടുന്നു. ഈ വിവർത്തനം ഉപയോഗിക്കുന്നതിൽ നിന്നുണ്ടാകുന്ന ഏതെങ്കിലും തെറ്റിദ്ധാരണകൾക്കോ വ്യാഖ്യാനക്കേടുകൾക്കോ ഞങ്ങൾ ഉത്തരവാദികളല്ല.
**അസ്‌താംഭനം**:
പ്രമാണം എ.ഐ. ભાષാന്തരം സേവനം [Co-op Translator](https://github.com/Azure/co-op-translator) ഉപയോഗിച്ച് പരിഭാഷപ്പെടുത്തിയതാണ്. ഞങ്ങൾ ശരിയായ ഭാഷാന്തരത്തിന് ശ്രമിച്ചിട്ടുണ്ടെങ്കിലും, ഓട്ടോമാറ്റഡ് പരിഭാഷകളിൽ പിശകുകൾ അല്ലെങ്കിൽ തെറ്റായ വിവരം ഉണ്ടായേക്കാമെന്ന് ദയവായി ശ്രദ്ധിക്കുക. അതിന്റെ മാതൃഭാഷയിൽ ഉള്ള ഒറിജിനൽ പ്രമാണം ആണ് സത്യസന്ധമായ ഉറവിടം. നിർണായകമായ വിവരങ്ങൾക്ക് പ്രൊഫഷണൽ മനുഷ്യ പരിഭാഷ നിർദ്ദേശിക്കുന്നു. ഈ പരിഭാഷ ഉപയോഗിക്കുമ്പോഴുണ്ടാകാവുന്ന ഏതൊരു തെറ്റിദ്ധാരണയുടെയും പ്രതികൂലതയ്ക്കും ഞങ്ങൾ ഉത്തരവാദിത്വം വാങ്ങുന്നില്ല.
<!-- CO-OP TRANSLATOR DISCLAIMER END -->