view point of education

ACG (A Cloud Guru)

Artificial Intelligence and Machine Learning: AWS vs Azure vs GCP by ACG Technical Editors Team(Jun 08, 2023 )

service	A WS	Azure	GCP
Speech to text	Amazon Transcribe	Speech to text	peech to text
pack	60 分鐘語音轉寫文字服務，使用期限 12 個月
text to audible	Amazon Polly
pack	每月免費獲得 500 萬個字元，為期 12 個月
Chatbots	Amazon Lex
pack	12 個月 10,000 個文字和 5,000 個語音請求免費。已建有保險、航班、通訊、財務、銷售等5個模版。
Translation	Amazon Translate
pack	免費:每月最多200萬個字元(12 個月)
Text Analytics	Amazon Comprehend關鍵片語、情緒、實體辨識、語言偵測、事件類型偵測、語法分析
pack	10,000 封意見，每封550 個字元，分析客戶評論需6USD。

datacamp.com

AWS, Azure and GCP Service Comparison for Data Science & AI by Richie Cotton(Jun 2023)

ML & AI Service type|Description|AWS|Azure|GCP

Machine Learning	Train, fit, validate, and deploy ML models	SageMaker	Machine Learning	Vertex AI
Jupyter notebooks	Write data analyses and reports	SageMaker Notebooks	Notebooks	Colab
Data science/machine learning VM	Virtual machines tailored to data work	Deep Learning AMIs	Data Science Virtual Machines	Deep Learning VM
AutoML	Automatically build ML models	SageMaker	Machine Learning Studio,Automated ML	Vertex AI Workbench
Natural language Processing AI	Analyze text data	Comprehend	Text Analytics	Natural Language AI
Recommendation AI	Product recommendation engine	Personalize	Personalizer	Recommendations AI
Document capture	Extract text from printed text & handwriting	Textract	Form Recognizer	Document AI
Computer vision	Image classification, object detection & other AI with image data	Rekognition, Panorama, Lookout for Vision	Cognitive Services for Vision	Vision AI
Speech to text	Speech transcription	Transcribe	Cognitive Services for Speech to Text, Cognitive Services for Speaker Recognition	Speech-to-Text
Text to speech	Speech generation	Polly	Cognitive Services for Text to Speech	Text-to-Speech
Translation AI	Convert text between human languages	Translate	Cognitive Services for Speech Translation, Translator	Translation AI
Video Intelligence	Video indexing and asset search	Rekognition Video	Video Indexer	Video Intelligence API
AI agents	Virtual assistants and chatbots	Lex, Alexa Skills kit	Bot Service, Cognitive Services for Conversational Language Understanding	Dialogflow
Human-in-the-loop	Human-based quality control for AI	Augmented AI (A2I)	Cognitive Services Content Monitor	N/A

除了Datacamp之外，類似的知名在線技術培訓平台還有哪些?試舉出前3大公司。

Besides Datacamp, some popular similar online technology training platforms are:

Udemy - Offers a wide range of courses in various fields, including programming, IT, design, marketing, and more.
Coursera - Provides online courses from top universities and organizations worldwide, focusing on professional development and personal enrichment.
edX - A non-profit online learning destination founded by Harvard and MIT, offering courses from leading institutions such as Harvard, MIT, UC Berkeley, and more.

openAI cookbook

openAI()

prompttools

source code: prompttools
因g++不相容，在centos7安裝不起來
改在window anaconda安裝。
執行

C:\Users\4139\AppData\Local\anaconda3\envs\LLM\Scripts\jupyter-notebook examples/notebooks/OpenAIChatExperiment.ipynb

問題與解決
- 舊函式名稱已改
  - experiment.visualize_table() -> experiment.visualize()
  - experiment.evaluate_by_row() -> experiment.evaluate()
  - similarity.semantic_similarity_by_row -> similarity.semantic_similarity
- 繪圖時在使用者家目錄下找不到style檔案 -> 由git包內找到

copy l:/nas2/kuang/prompttools/prompttools/experiment/experiments/style.mplstyle \
C:\Users\4139\AppData\Roaming\Python\Python311\site-packages\prompttools\experiment\experiments