不积跬步,无以至千里
不积小流,无以成江海

Great journeys begin with small steps;
mighty rivers grow from little streams.

Fix error when install ta-lib:

ta-lib is a popular open-source to calculatte technical analysis indicators in finace anaylysis. But when you installpip installl ta-libThe following error occursERROR: Could not build wheels for ta-lib, which is required to install pyproject.toml-based projectsThe reason is that ta-lib python...

Competitive intelligence in e-commerce: all about product pricing and assortment

In the current e-commerce market, competitio is brutal, particularly in southeast asia market, where the resident income is very low. Low price is at the top priority in online shopping. As more and more players join the battle, as the...

Role-play AI agent

AI agent is amazing, promising, and useful in many business scenaria. With the increasing capability of large language model such as ChatGPT-4 and opensource models such as Llama3, it beccomes easy to develop LLM based agent to help the human...

Collection of prompt engineering

Prompty engineering is a critical part in developing AI agent. To make AI function as a particular role, e.g. insuarance salesman, insurance buyer, math teach, ....., it is necessary to write the task-specifc promt. [Github] collection of prompt examples to...

Resource collection of finance LLM


MLOps roadmap 2024

The original content is in MLOps roadmap 2024, a wonderful article. I summarize the key points in the post for my reference. IDDescriptionResources1Programming- Python & IDE- Bash & command line editors- IDE - visual studio code- VIM2Containerization and Kubernetes- Docker-...

sympy: a python package for symbolic computation

Do you still remember how to calculate difference, gradient, limit, ... in mathematic? if you forget, never mind. Here is a python package to help you. What you need: know python programming and define your functions, and then call package...

2024 salary guide (DE, DS,AI) in Singaore

2024 salary guide (thanks recruiter firm sharing) in Singapore. In the report, it predicts demand in AI is increasing. Similarly, in US market, the stocks of AI relevant companies rocket to the sky. At the same time, layoff in big...

Singapore AI government resources

The post is credited to LinkedIn https://www.linkedin.com/feed/update/urn:li:activity:7178299726792978432/, shared here as a record.1. AI Verify Framework🔗 https://lnkd.in/dzKG8ycs2. National AI Strategy🔗 https://lnkd.in/df7Gcabc3. Model Governance Framework for Generative AI🔗 https://lnkd.in/dmWwEKW54. Generative AI Sandbox🔗 https://lnkd.in/djxFTAp95. Advisory Guidelines on Use of Personal Data in AI Recommendation and Decision Systems🔗 https://lnkd.in/duU-S-iN6....

How to draw animation graph using Graph.io

I often read the posts shared in LinkedIn, which contain the amazing animation graph. So I am thinking how do I also draw it? Previously, I shared a post, Draw.io, a beautiful tool to draw graph and flow . After googling,...

How to read annual report

The content in the followinbg is from a post in Linkedin author , Pieter Slegers. It is interesting to share. The 6-step framework from Aswath DamodaranYou can steal it here:Have clear goalsAlways know why you are reading an annual report....

Fine-tuning Whisper model for speech recognition

Although OpenAI open-sourced multi-lingual Whisper model, https://github.com/openai/whisper, achived the state-of-art results in the benchmark dataset, there are many scenaria the pretrained models donot work well. For example, the languages not covered in the pretrained model. Whisper-V3 support 100 languages. Thus,...