AI Consultant | Machine Learning Solutions | Expert Developers

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.

Daily update signal forecasting for QQQ [Update 2024-11-26]

Currently I am working on FinAgent, leverage LLM to analyze historical price, LLM agent, reflection, and reinforcement learning to forecast signal for stock. After doing a lot experiments using a...

Posted on November 20, 2024 at 10:43 PM

LLM in finance: paper collection

Based on preliminary results, LLM + agent + reflection looks positive in stock market information fusion and signal prediction. The following are paper list collected. FinLlama: Financial Sen...

Posted on August 16, 2024 at 07:41 AM

Summary of overseas scholarship for Singaporean and PR in Singapore

There are many scholarships available for Singaprean and PR to support students to pursue undergraduate study in local or overseas, which scholarships are from government and industry (Famous com...

Posted on July 10, 2024 at 10:38 PM

Why your fastapi response slow, even after increasing computing resource

FastAPI is a poppolar framework to build API service. It is easy to use, fast and support async requests. FastAPI support multiple workers and parallel high volume (middle level) requests. But wh...

Posted on July 07, 2024 at 10:38 PM

How to install Phi-3-vision 128k onnx

Open-source LLMs (text modality) are involution and competitive among the AI companies. There are also quantization optimized small LLMs available (e.g. llm.cpp, ollama), which are running realti...

Posted on June 17, 2024 at 06:02 PM

How to patch Python project into executable command

It is not easy to deploy a Python project in cross-platform and cross-machine. You need spend time to prepare requirements.txt and solve the package version conflict. If project can be processed ...

Posted on May 30, 2024 at 10:38 PM

Fix error when install ta-lib:

ta-lib is a popular open-source to calculatte technical analysis indicators in finace anaylysis. But when you install pip installl ta-lib The following error occurs ERROR: Could not build w...

Posted on May 07, 2024 at 10:07 PM

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 ...

Posted on May 05, 2024 at 05:53 PM

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 ea...

Posted on April 19, 2024 at 10:42 PM

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...

Posted on April 19, 2024 at 10:17 PM