Machine Learning: Support Vector Machine (SVM), Extreme Gradient Boosting Machine (XGBoost), Lightweight Gradient Boosting Machine (LightGBM), Decision Tree (Tree), Regression (Regression).

Deep Learning: TensorFlow(Main), Keras, Pytorch.

Image Model: OpenCV, YOLO-base Model.

Model as a Service: TF-Serving, OpenVINO.

Model Version Control: Machine Learning Process (MLflow).

Programming: Python, object-oriented programming, FastAPI, Flask, Streamlit, etc.

LLM:

API: ChatGPT, OpenAI API, Google Gemini, Claude, Replicates

Open Source: Llama-based, Mistral-based, Phi-2, zh-TW LLM Models

Containerization development: Docker, Dockerfile, Kubernetes.

Cloud platform: AWS, GCP, Azure Cloud.

Deployment tool: Ansible.

Version control: Git, GitLab.

Monitoring: Elasticsearch, Prometheus, Grafana.

CI/CD process: code review, code quality, container scanning, Pytest, Pylint.

Customer introduction work - Presales: When contacting new customers, I will introduce them to let customers know how the company's products can make them successful.

Customer demand architecture planning: Because the production of artificial intelligence is complex and requires planning first, and the concept of MLOps that I believe in is basically to standardize, streamline and automate the process of making AI, so that customers can It is handled in this way, so this part will be a bit like helping customers draw design drawings similar to the decoration industry, so that customers or third-party partners can construct according to the drawings.

Customer POC: Because customers want to know that this can be successful, they will bring the topic back after discussing the topic with the customer, and use their own capabilities and the capabilities of the current LLM model to help the customer complete the POC sample he needs. Let them know that doing so will help the project generate value quickly.

Product function planner: Because there are so many customer demands, it is impossible for the product to cover everything. Therefore, it is necessary to propose functional requirements to the company and conduct some PRD planning so that engineers can understand how to implement the functions. do.

Communication with third-party SI partners: Because the product itself cannot be fully operated if it only relies on the company's status as the original manufacturer, so we must ask SI partners to assist with some customer needs, so there will be some problems in the process. Many of them need to communicate with third-party partners on technical and project requirements.