Machine Learning Engineer: Experienced in LLM model development and finetuning. UI Integration and deployment.

Location: Bay area

Required Skill Set

To successfully execute this project, the following skills are essential:

• Machine Learning Engineers:
  • Strong knowledge of algorithms with the ability to adapt them for optimal performance
  • Extensive experience in ML and data science libraries, including PyTorch, Scikit-learn, TensorFlow, and LangChain.
  • Proven experience with LLM and transformer models (e.g., BERT, GPT, RoBERTa) and hands-on expertise in finetuning and model evaluation.
  • Manufacturing and Testing Domain Knowledge: Experience applying ML techniques in manufacturing contexts is highly desirable.
  • Strong communication skills to explain complex ML concepts to non-technical team members.

Scope

1. LLM Finetuning and Evaluation: Finetune the LLM for GCode generation and evaluate model performance using data samples generated by HyperMill CAM software.
2. Model Selection: Choose the optimal model based on performance metrics (e.g., MSE for deviation) and finalize the number of epochs for best results.
3. UI Development: Create a UI for user interaction with the LLM pipeline, allowing for data input, GCode generation, and result display. End to End workflow automation.
4. Automation: Develop scripts for automated data collection and a closed-loop feedback system from data input to CNC machine integration.
5. Evaluation Pipeline: Implement Python scripts to evaluate GCode outputs using Vericut software, applying metrics for accuracy and consistency across multiple epochs.

Pi-square technologies is a Michigan (USA) Headquartered Automotive Embedded Engineering Services company, Synergy Partner for major OEMs and Tier 1s and their implementation partners in Automotive Embedded Product Development, Projects, Requirements Analysis, Software Design, Software Implementation, Efficient Build, Release Process, and turnkey software V & V Services. We have more than 20+ years of industry expertise with specialization in the latest cutting-edge automotive technologies such as Infotainment, connected vehicles, Cyber security, OTA, and Advanced Safety/ Body electronics.