O lenei ta'iala e savalia oe i la'asaga taua ta'itasi, mai le fa'amalamalamaina o fa'afitauli i le fa'atinoina, lagolagoina e meafaigaluega fa'atino, ma metotia fa'apitoa.
Tala atonu e te mana'o e faitau pe a mae'a lenei:
🔗 Python AI Tools - Le Ta'iala Sili
Su'esu'e mea sili AI meafaigaluega mo le Python atia'e e fa'asili ai lau coding ma masini a'oa'oga poloketi.
🔗 AI Meafaigaluega Fa'atino – Fa'ateleina le Fa'aleleia ma le Faleoloa Fesoasoani AI
Su'esu'e mea faigaluega fa'atupu AI sili e fesoasoani e fa'afaigofie au galuega ma fa'ae'e lau galuega.
🔗 O le a le AI e Sili mo le Fa'ailoga? Fesoasoani Sili AI Coding
Fa'atusatusa le ta'ita'i fesoasoani AI coding ma su'e le mea e sili ona fetaui mo ou mana'oga tau atina'e.
🧭 Laasaga 1: Fa'amatala le Fa'afitauli ma Fa'amanino Sini
Ae e te leʻi tusia se laina se tasi o code, faʻamalamalama mea o loʻo e foia:
🔹 Fa'amatalaga Fa'afitauli : Fa'amatala le mea e fa'aoga ai le tiga po'o le avanoa.
🔹 Fa'atulagaina o Sini : Seti fua fa'atatau (fa'ata'ita'iga, fa'aitiitia le taimi tali ile 40%).
🔹 Fuafuaga Siaki : Iloilo pe ole AI ole sa'o .
📊 Laasaga 2: Aoina o Fa'amaumauga ma Sauniuniga
AI e naʻo le atamai e pei o faʻamatalaga e te fafagaina ai:
🔹 Punaoa o Fa'amaumauga : API, su'ega i luga ole laiga, fa'amaumauga a kamupani.
🔹 Fa'amama : Tau'u nulls, outliers, fa'alua.
🔹 Fa'amatalaga : Taua mo fa'ata'ita'iga a'oa'oga va'aia.
🛠️ Laasaga 3: Filifili Mea Sa'o ma Fa'avae
O filifiliga meafaigaluega e mafai ona matua a'afia ai lau fa'agasolo galuega. O se fa'atusatusaga lea o filifiliga pito i luga:
🧰 Fa'atusa Fa'atusa: Fa'atonu pito i luga mo le Fausiaina o Meafaigaluega AI
| Meafaigaluega/Tulaga | Ituaiga | Sili Mo | Vaega | So'oga |
|---|---|---|---|---|
| Create.xyz | Leai se tulafono | Tagata amata, fa'ata'ita'iga vave | Toso-ma-pa'u faufale, fa'asologa masani, GPT tu'ufa'atasiga | 🔗 Asiasi |
| AutoGPT | Open-source | Otometi ma sui sooupu AI | GPT fa'avae galuega fa'atino, lagolago manatua | 🔗 Asiasi |
| Tali | IDE + AI | Atina'e & 'au galulue fa'atasi | IDE fa'avae su'esu'e, fesoasoani fa'atalanoaga AI, fa'apipi'i-sauni | 🔗 Asiasi |
| Fusiga Folau | Fa'ata'ita'iga Hub | Faʻafeiloaʻi ma faʻalelei faʻataʻitaʻiga | API fa'ata'ita'i, Avanoa mo fa'ata'ita'iga, lagolago faletusi Transformers | 🔗 Asiasi |
| Google Colab | Cloud IDE | Suesuega, suʻega, ma aʻoaʻoga ML | E maua fua le GPU/TPU, lagolagoina TensorFlow/PyTorch | 🔗 Asiasi |
🧠 Laasaga 4: Filifiliga Fa'ata'ita'i ma A'oa'oga
🔹 Filifili se Fa'ata'ita'iga:
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Fa'avasegaina: Logistic regression, la'au fa'ai'uga
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NLP: Transformers (fa'ata'ita'iga, BERT, GPT)
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Vaaiga: CNNs, YOLO
🔹 Aoaoga:
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Fa'aoga faletusi e pei o TensorFlow, PyTorch
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Iloilo le faʻaaogaina o galuega gau, fua faʻatatau
🧪 Laasaga 5: Iloiloga ma Fa'atonuga
🔹 Seti Fa'amaoniga : Puipuia le soona fa'apipi'i
🔹 Fa'atutuina o le Hyperparameter : Su'esu'ega fa'ava, metotia Bayesian
🔹 Fa'amaufa'ailoga : Fa'ateleina le malosi o fa'ai'uga.
🚀 Laasaga 6: Fa'atulagaina ma le Mata'ituina
🔹 Tu'ufa'atasi i totonu o polokalame e ala i REST API po'o SDKs
🔹 Fa'aoga e fa'aoga fa'avae e pei o Hugging Face Spaces, AWS Sagemaker
🔹 Mata'itū mo fe'avea'i, fa'aaliga fa'alogo, ma le taimi i luga.
📚 A'oa'oga Fa'aopoopo & Punaoa
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Elemene o AI - O se kosi i luga ole laiga i luga ole laiga.
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AI2Apps - O se IDE fou mo le fausiaina o faʻaoga faʻapitoa.
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Fast.ai – A'oa'oga loloto i lima mo le au fai tulafono.