
AI Solutions Architect
4 days ago
Job Summary
We are seeking an experienced Associate Architect - Machine Learning to join our team, focusing on building Agentic AI workflows, fine-tuning Large Language Models (LLMs), and applying related generative AI techniques.
Roles and Responsibilities
- Design, develop, and optimize domain adaptive agentic AI systems to automate business processes.
- Fine-tune large-scale pre-trained models with techniques like PEFT, SFT, and adapt them for specific applications and domains, evaluating and optimizing for performance, accuracy, and efficiency.
- Design prompts using techniques like Chain of Thought and Few Shot to enhance model responses, ensuring model outputs align with use case requirements.
- Build end-to-end workflows for AI solutions, from data collection and preprocessing to training, deployment, and continuous improvement in production environments.
- Collaborate with cross-functional teams, including data scientists, software engineers, and product managers, to define AI product requirements and deliver innovative solutions.
- Stay current with the latest research and developments in generative AI, deep learning, NLP, reinforcement learning, and related fields to ensure the organization remains at the forefront of technology.
- Deploy machine learning models at scale, optimizing for latency, throughput, and robustness in production environments.
- Maintain clear documentation of models, workflows, and experiments, and communicate results effectively to stakeholders.
Skill Set Required
Experience
- Minimum 5+ years of hands-on experience in machine learning and AI engineering.
- Proven track record in working with LLMs such as Llama, Mistral, and models like GPT, BERT, T5, or similar.
- Expertise in designing, fine-tuning, and deploying generative AI models and building agentic workflows.
- Strong experience in prompt engineering to optimize AI model performance.
Technical Skills
- Proficiency in Python, TensorFlow, PyTorch, or other ML frameworks.
- Proficiency in building agentic workflows with tools like Langgraph, CrewAI, Autogen, PhiData, or similar.
- Familiarity with cloud platforms (AWS, GCP, Azure) for deployment and scaling of models.
- Experience with NLP tasks, such as text classification, text generation, summarization, and question answering.
- Knowledge of reinforcement learning, multi-agent systems, or other autonomous decision-making frameworks.
- Familiarity with SDLC life cycle, data processing tools (e.g., Pandas, NumPy, etc.), and version control (e.g., Git).
Soft Skills
- Strong problem-solving and analytical skills.
- Excellent communication and teamwork abilities to collaborate with stakeholders.
- Ability to work independently and drive projects to completion with minimal supervision.
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