- Develop, train, fine-tune, and deploy models for driving conversational AI systems including LLMs, multimodal understanding, fuzzy search, image recognition, UI and UX, dialog reasoning and speech synthesis.
- Build novel data-driven paradigms for conversational AI including customized checklists for different engineering design practices and use-cases.
- Develop systems and frameworks using various data modalities (images, drawings, text, documents, checklists, etc.) and the roles they play in different levels of reasoning and decision making.
- Apply alignment techniques such as instruction tuning and reinforcement learning from human feedback to improve use-cases.
- Measure and benchmark model and application performance and analyze model accuracy and bias and recommend the next course of action and improvements.
- Drive the gathering, building, and annotation of domain specific datasets to train models for different design practices and applications and maintain model evaluation systems and characterize performance and quality metrics across platforms for various AI systems.
- Collaborate and innovate with team members on new product features, improvements of existing products and participate in developing and reviewing use-cases, test plans, code, and design documents. Qualifications/Requirement
- Master's degree or PhD in Computer Science, Artificial Intelligence, or Applied Mathematics with 5+ years of experience.
- Excellent programming skills in Python with strong fundamentals optimizations and software design.
- Solid understanding of ML/DL techniques, algorithms and tools with exposure to CNN, RNN, Transformers (GPT, Megatron, LLMs).
- Hands-on experience with conversational AI technologies.
- Experience with training and fine-tuning LLMs for different dialog system tasks using PyTorch Deep Learning frameworks and performing data wrangling and tokenization.
- Solid understanding of agile development life cycle and experience with developing workflows and traceability and versioning of datasets including knowhow of database management and queries (SQL, DB).
- Strong collaborative and interpersonal skills, and optimally guide and influence within a dynamic matrix environment. Desired Characteristics
- Fluent in a non-English language, such as French, Arabic, Spanish, German or Mandarin.
- Experience deploying machine learning models on local data center, cloud, and embedded systems.
- AWS and/or Azure certified.
- Strong C++ programming skills.
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وصف
Job Description Essential ResponsibilitiesAdditional Information Relocation Assistance Provided:
No