GitVita
New repositoryImport repositoryNew issue
Your repositories Your dashboard Sign in

microsoft/AI-For-Beginners

Public

mirrored fromhttps://github.com/microsoft/AI-For-BeginnersAvailable

Watch0Fork0Star0
CodeCommitsIssuesPull requestsActionsInsightsSecurity
main

Branches

Tags

  • No tags available.
0Branches0Tags
Go to file
Add file
Code

Clone

HTTPS

Download ZIP

AI-For-Beginners/translations/et

translations/et/README.md

232lines · modecode

RawDownload
Latest commit unavailable.
1[![GitHub license](https://img.shields.io/github/license/microsoft/AI-For-Beginners.svg)](https://github.com/microsoft/AI-For-Beginners/blob/main/LICENSE)
2[![GitHub contributors](https://img.shields.io/github/contributors/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/graphs/contributors/)
3[![GitHub issues](https://img.shields.io/github/issues/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/issues/)
4[![GitHub pull-requests](https://img.shields.io/github/issues-pr/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/pulls/)
5[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](http://makeapullrequest.com)
6
7[![GitHub watchers](https://img.shields.io/github/watchers/microsoft/AI-For-Beginners.svg?style=social&label=Watch)](https://GitHub.com/microsoft/AI-For-Beginners/watchers/)
8[![GitHub forks](https://img.shields.io/github/forks/microsoft/AI-For-Beginners.svg?style=social&label=Fork)](https://GitHub.com/microsoft/AI-For-Beginners/network/)
9[![GitHub stars](https://img.shields.io/github/stars/microsoft/AI-For-Beginners.svg?style=social&label=Star)](https://GitHub.com/microsoft/AI-For-Beginners/stargazers/)
10[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/microsoft/ai-for-beginners/HEAD)
11[![Gitter](https://badges.gitter.im/Microsoft/ai-for-beginners.svg)](https://gitter.im/Microsoft/ai-for-beginners?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge)
12
13[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG)
14
15# Tehisintellekt algajatele - õppekava
16
17|![Sketchnote by @girlie_mac https://twitter.com/girlie_mac](https://github.com/microsoft/AI-For-Beginners/raw/main/lessons/sketchnotes/ai-overview.png)|
18|:---:|
19| Tehisintellekt algajatele - _Sketchnote autorilt [@girlie_mac](https://twitter.com/girlie_mac)_ |
20
21Avasta **Tehisintellekti** (AI) maailm meie 12-nädalase, 24-õppeüksusesse jagatud õppekavaga! See sisaldab praktilisi tunde, viktoriine ja laborisessioone. Õppekava on algajasõbralik ning käsitleb tööriistu nagu TensorFlow ja PyTorch ning samuti eetikat tehisintellektis.
22
23### 🌐 Mitmekeelne tugi
24
25#### Toetatud GitHub Actioni kaudu (automatiseeritud ja alati ajakohane)
26
27<!-- CO-OP TRANSLATOR LANGUAGES TABLE START -->
28[araabia](../ar/README.md) | [bengali](../bn/README.md) | [bulgaaria](../bg/README.md) | [birma (Myanmar)](../my/README.md) | [hiina (lihtsustatud)](../zh-CN/README.md) | [hiina (traditsiooniline, Hongkong)](../zh-HK/README.md) | [hiina (traditsiooniline, Macau)](../zh-MO/README.md) | [hiina (traditsiooniline, Taiwan)](../zh-TW/README.md) | [horvaadi](../hr/README.md) | [tšehhi](../cs/README.md) | [taani](../da/README.md) | [hollandi](../nl/README.md) | [eesti](./README.md) | [soome](../fi/README.md) | [prantsuse](../fr/README.md) | [saksa](../de/README.md) | [kreeka](../el/README.md) | [heebrea](../he/README.md) | [hindi](../hi/README.md) | [ungari](../hu/README.md) | [indoneesia](../id/README.md) | [itaalia](../it/README.md) | [jaapani](../ja/README.md) | [kannada](../kn/README.md) | [khmeeri](../km/README.md) | [korea](../ko/README.md) | [leedu](../lt/README.md) | [malai](../ms/README.md) | [malajalami](../ml/README.md) | [marathi](../mr/README.md) | [nepali](../ne/README.md) | [Nigeeria pidgin](../pcm/README.md) | [norra](../no/README.md) | [pärsia (farsi)](../fa/README.md) | [poola](../pl/README.md) | [portugali (Brasiilia)](../pt-BR/README.md) | [portugali (Portugal)](../pt-PT/README.md) | [pandžabi (gurmukhi)](../pa/README.md) | [rumeenia](../ro/README.md) | [vene](../ru/README.md) | [serbia (küüritits)](../sr/README.md) | [slovaki](../sk/README.md) | [sloveeni](../sl/README.md) | [hispaania](../es/README.md) | [suahiili](../sw/README.md) | [rootsi](../sv/README.md) | [tagalogi (filipino)](../tl/README.md) | [tamil](../ta/README.md) | [telugu](../te/README.md) | [tai](../th/README.md) | [türgi](../tr/README.md) | [ukraina](../uk/README.md) | [urdu](../ur/README.md) | [vietnami](../vi/README.md)
29
30> **Eelistate kloonida lokaalselt?**
31>
32> See hoidla sisaldab 50+ keele tõlkeid, mis suurendab oluliselt allalaadimise suurust. Tõlgeteta kloonimiseks kasutage hajutatud allalaadimist:
33>
34> **Bash / macOS / Linux:**
35> ```bash
36> git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git
37> cd AI-For-Beginners
38> git sparse-checkout set --no-cone '/*' '!translations' '!translated_images'
39> ```
40>
41> **CMD (Windows):**
42> ```cmd
43> git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git
44> cd AI-For-Beginners
45> git sparse-checkout set --no-cone "/*" "!translations" "!translated_images"
46> ```
47>
48> See annab teile kõik vajaliku kursuse läbimiseks palju kiirema allalaadimisega.
49<!-- CO-OP TRANSLATOR LANGUAGES TABLE END -->
50
51**Kui soovite toetada täiendavaid tõlkekeeli, siis need on loetletud [siin](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)**
52
53## Liitu kogukonnaga
54[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG)
55
56## Mida õpid
57
58**[Kursuse mõttekaart](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)**
59
60Selles õppekavas õpid:
61
62* Erinevaid lähenemisi tehisintellektile, sealhulgas "vana hea" sümboolset lähenemist koos **Teadmiste esindamise** ja järeldamisega ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)).
63* **Närvivõrke** ja **Sügavat õppimist**, mis on kaasaegse AI tuumik. Illustreerime nende oluliste teemade taga olevaid kontseptsioone kahe kõige populaarsema raamistikuga - [TensorFlow](http://Tensorflow.org) ja [PyTorch](http://pytorch.org).
64* **Närviarhitektuure** piltide ja teksti töötlemiseks. Käsitleme viimaseid mudeleid, kuid võime olla veidi maha jäänud tipptasemest.
65* Vähem populaarseid AI lähenemisi, nagu **genetilised algoritmid** ja **mitmeagendilised süsteemid**.
66
67Mida me selles õppekavas ei käsitle:
68
69> [Leia selle kursuse kõik lisamaterjalid meie Microsoft Leverage kogust](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)
70
71* Ärilised juhtumid, kus kasutatakse **AI äritegevuses**. Soovita läbida Microsoft Learn õppeteek [Sissejuhatus äri kasutajatele AI-sse](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum), või [AI ärikool](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), mis on koostöös [INSEAD](https://www.insead.edu/)iga välja töötatud.
72* **Klassikalist masinõpet**, mida kirjeldatakse põhjalikult meie [Masinõppe algajatele õppekavas](http://github.com/Microsoft/ML-for-Beginners).
73* Praktilisi AI rakendusi, mis on loodud kasutades **[Kognitiivseid teenuseid](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. Soovitame alustada Microsoft Learn moodulitest näiteks [arvutinägemise](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [loomuliku keele töötlemise](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum) ja **[Generatiivse AI-ga Azure OpenAI teenuses](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** moodulid ja teised.
74* Spetsiifilisi ML **pilve raamistikke**, nagu [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum) või [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Soovitame kasutada õppeteid [Masinõppe lahenduste ehitamine ja haldamine Azure Machine Learninguga](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) ja [Masinõppe lahenduste ehitamine ja haldamine Azure Databricksiga](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum).
75* **Vestlustepõhist AI-d** ja **juturoboteid**. Selle jaoks on eraldi [Vestlustepõhiste AI lahenduste loomise](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) õppeteek, ning täpsema info saamiseks võib vaadata ka [seda blogipostitust](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/).
76* **Sügavat matemaatikat** sügava õppimise taga. Selleks soovitame [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) raamatut, mille autoriteks on Ian Goodfellow, Yoshua Bengio ja Aaron Courville, mis on ka veebis saadaval aadressil [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/).
77
78Kõrvetulatuse saamiseks _pilve AI_ teemades võid kaaluda [Hakka tehisintellekti kasutamisega Azure’is algajaks](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum) õppeteed.
79
80# Sisu
81
82| | Õppeüksuse link | PyTorch/Keras/TensorFlow | Labor |
83| :-: | :--------------------------------------------------------------------------------------------------------------------------------------------: | :------------------------------------------------------------------------------------------------------: | ------------------------------------------------------------------ |
84| 0 | [Kursuse seadistamine](./lessons/0-course-setup/setup.md) | [Arenduskeskkonna seadistamine](./lessons/0-course-setup/how-to-run.md) | |
85| I | [**Sissejuhatus AI-sse**](./lessons/1-Intro/README.md) | | |
86| 01 | [AI tutvustus ja ajalugu](./lessons/1-Intro/README.md) | - | - |
87| II | **Sümboolne AI** |
88| 02 | [Teadmiste esitamine ja eksperdsüsteemid](./lessons/2-Symbolic/README.md) | [Eksperdsüsteemid](./lessons/2-Symbolic/Animals.ipynb) / [Ontoloogia](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Kontseptsioonigraafik](./lessons/2-Symbolic/MSConceptGraph.ipynb) | |
89| III | [**Sissejuhatus närvivõrkudesse**](./lessons/3-NeuralNetworks/README.md) |||
90| 03 | [Perseptron](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [Märkmik](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [Labor](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) |
91| 04 | [Mitmekihiline perseptron ja oma raamistik](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Märkmik](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Labor](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) |
92| 05 | [Sissejuhatus raamistikesse (PyTorch/TensorFlow) ja üleõppimine](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Labor](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) |
93| IV | [**Arvutinägemine**](./lessons/4-ComputerVision/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [Avasta arvutinägemine Microsoft Azure’is](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) |
94| 06 | [Sissejuhatus arvutinägemisse. OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [Märkmik](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [Labor](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) |
95| 07 | [Konvolutsioonilised närvivõrgud](./lessons/4-ComputerVision/07-ConvNets/README.md) & [CNN arhitektuurid](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [Labor](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) |
96| 08 | [Eeltrenni võrgud ja ülekandõpe](./lessons/4-ComputerVision/08-TransferLearning/README.md) ja [Treeningunipid](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Labor](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) |
97| 09 | [Autokodeerijad ja VAEd](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | |
98| 10 | [Generatiivsed vastandvõrgud ja kunstiline stiiliedastus](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | |
99| 11 | [Objekti tuvastamine](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Labor](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) |
100| 12 | [Semantiline segmentimine. U-Net](./lessons/4-ComputerVision/12-Segmentation/README.md) | [PyTorch](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | |
101| V | [**Loodusliku keele töötlemine**](./lessons/5-NLP/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [Avasta loodusliku keele töötlemise võimalused Microsoft Azure’is](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)|
102| 13 | [Teksti esitamine. Bow/TF-IDF](./lessons/5-NLP/13-TextRep/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | |
103| 14 | [Semantilised sõnaesitused. Word2Vec ja GloVe](./lessons/5-NLP/14-Embeddings/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | |
104| 15 | [Keelemudel. Oma esituste treenimine](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [Labor](./lessons/5-NLP/15-LanguageModeling/lab/README.md) |
105| 16 | [Korduvad närvivõrgud](./lessons/5-NLP/16-RNN/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNTF.ipynb) | |
106| 17 | [Generatiivsed korduvad võrgud](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [Labor](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) |
107| 18 | [Transformers. BERT.](./lessons/5-NLP/18-Transformers/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb) /[TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersTF.ipynb) | |
108| 19 | [Märgistatud üksuste tuvastamine](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [Labor](./lessons/5-NLP/19-NER/lab/README.md) |
109| 20 | [Suurkeelemudelid, promptide programmeerimine ja väheste proovidega ülesanded](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | |
110| VI | **Muud tehisintellekti tehnikad** || |
111| 21 | [Geneetilised algoritmid](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [Märkmik](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | |
112| 22 | [Sügav tugevdusõpe](./lessons/6-Other/22-DeepRL/README.md) | [PyTorch](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[TensorFlow](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [Labor](./lessons/6-Other/22-DeepRL/lab/README.md) |
113| 23 | [Mitmeagendilised süsteemid](./lessons/6-Other/23-MultiagentSystems/README.md) | | |
114| VII | **Tehisintellekti eetika** | | |
115| 24 | [Tehisintellekti eetika ja vastutustundlik tehisintellekt](./lessons/7-Ethics/README.md) | [Microsoft Learn: Vastutustundliku AI printsiibid](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | |
116| IX | **Lisad** | | |
117| 25 | [Mitme-modaalvõrgud, CLIP ja VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Märkmik](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | |
118
119## Iga peatükk sisaldab
120* Eelnev lugemismaterjal
121* Käivitatavad Jupyteri märkmikud, mis on sageli raamistikupõhised (**PyTorch** või **TensorFlow**). Käivitatav märkmik sisaldab ka palju teoreetilist materjali, nii et teema mõistmiseks tuleb läbida vähemalt üks märkmiku versioon (kas PyTorch või TensorFlow).
122* Mõnedel teemadel on saadaval **laborid**, mis annavad võimaluse proovida õpitu rakendamist konkreetse probleemi lahendamisel.
123* Mõned sektsioonid sisaldavad linke [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) moodulitele, mis käsitlevad seotud teemasid.
124
125## Alustamine
126
127### 🎯 Oled AI uus? Alusta siit!
128
129Kui oled AI-ga täiesti uus ja soovid kiireid, praktilisi näiteid, vaata meie [**Algajatele sõbralikke näiteid**](./examples/README.md)! Need sisaldavad:
130
131- 🌟 **Tere Tulemast AI Maailma** - Sinu esimene AI programm (mustrituvastus)
132- 🧠 **Lihtne Neuraalvõrk** - Ehita neuraalvõrk algusest peale
133- 🖼️ **Pildiklassifikaator** - Piltide klassifitseerimine üksikasjalike kommentaaridega
134- 💬 **Teksti meeleolu analüüs** - Positiivse/negatiivse teksti analüüs
135
136Need näited on mõeldud aitama sul arusaamist AI kontseptsioonidest enne täiskursusega süvenemist.
137
138### 📚 Täiskursuse seadistamine
139
140- Oleme loonud [seadistamistunni](./lessons/0-course-setup/setup.md), mis aitab sul seadistada oma arendusõhkkonda. - Õpetajatele oleme loonud [õppekava seadistamistunni](./lessons/0-course-setup/for-teachers.md) samuti!
141- Kuidas [koodi käivitada VSCode'is või Codespaces'is](./lessons/0-course-setup/how-to-run.md)
142
143Järgi neid samme:
144
145Varasta hoidla: Klõpsa selle lehe paremas ülanurgas nuppu "Fork".
146
147Klooni hoidla: `git clone https://github.com/microsoft/AI-For-Beginners.git`
148
149Ära unusta lisada sellele hoidlale täht (🌟), et seda hiljem hõlpsam leida.
150
151## Tutvu teiste õppijatega
152
153Liitu meie [ametliku AI Discordi serveriga](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum), et kohtuda ja suhelda teiste selle kursuse õppijatega ning saada tuge.
154
155Kui sul on toodete kohta tagasisidet või küsimusi ehitamise ajal, külasta meie [Azure AI Foundry arendajate foorumit](https://aka.ms/foundry/forum)
156
157## Väiksed testid
158
159> **Märkus testide kohta**: Kõik testid asuvad kaustas Quiz-app kaustas etc\quiz-app või on [veebis siin](https://ff-quizzes.netlify.app/). Neid on lingitud õppetundide seest, testirakendust saab käivitada lokaalselt või kasutusele võtta Azure'i; järgi juhiseid `quiz-app` kaustas. Neid lokaliseeritakse järk-järgult.
160
161## Abi soovitakse
162
163Kas sul on ettepanekuid või oled leidnud trükivigu või koodi vigu? Tekita teema või loo pull-päring.
164
165## Eritähed
166
167* **✍️ Põhiautor:** [Dmitry Soshnikov](http://soshnikov.com), PhD
168* **🔥 Toimetaja:** [Jen Looper](https://twitter.com/jenlooper), PhD
169* **🎨 Sketchnote illustratsioon:** [Tomomi Imura](https://twitter.com/girlie_mac)
170* **✅ Testide looja:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/)
171* **🙏 Peamised panustajad:** [Evgenii Pishchik](https://github.com/Pe4enIks)
172
173## Muud õppekavad
174
175Meie meeskond toodab teisi õppekavu! Vaata:
176
177<!-- CO-OP TRANSLATOR OTHER COURSES START -->
178### LangChain
179[![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners)
180[![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin)
181[![LangChain for Beginners](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin)
182---
183
184### Azure / Edge / MCP / Agentid
185[![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst)
186[![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst)
187[![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst)
188[![AI Agents for Beginners](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst)
189
190---
191
192### Generatiivse AI seeria
193[![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst)
194[![Generatiivne AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)
195[![Generatiivne AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst)
196[![Generatiivne AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst)
197
198---
199
200### Põhioskused
201[![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst)
202[![Andmeteadus algajatele](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst)
203[![AI algajatele](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst)
204[![Küberjulgeolek algajatele](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung)
205[![Veebiarendus algajatele](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst)
206[![IoT algajatele](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst)
207[![XR arendamine algajatele](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst)
208
209---
210
211### Copiloti seeria
212[![Copilot AI paarisarendus](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst)
213[![Copilot C#/.NET jaoks](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst)
214[![Copilot seiklused](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst)
215<!-- CO-OP TRANSLATOR OTHER COURSES END -->
216
217## Abi saamine
218
219Kui jääd hätta või sul on küsimusi AI rakenduste loomisel, liitu teiste õppijate ja kogenud arendajatega MCP aruteludes. See on toetav kogukond, kus küsimusi on teretulnud esitada ja teadmisi vabalt jagatakse.
220
221[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG)
222
223Kui sul on toodete kohta tagasisidet või ehitamise käigus vigu, külasta:
224
225[![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum)
226
227---
228
229<!-- CO-OP TRANSLATOR DISCLAIMER START -->
230**Vastutusest loobumine**:
231See dokument on tõlgitud AI-tõlketeenuse [Co-op Translator](https://github.com/Azure/co-op-translator) abil. Kuigi püüame tagada täpsust, palun arvestage, et automaatsed tõlked võivad sisaldada vigu või ebatäpsusi. Originaaldokument selle algkeeles tuleks pidada autoriteetseks allikaks. Olulise teabe puhul soovitatakse kasutada professionaalset inimtõlget. Me ei vastuta selle tõlke kasutamisest tulenevate arusaamatuste või valesti mõistmiste eest.
232<!-- CO-OP TRANSLATOR DISCLAIMER END -->