
Generative AI Solutions Architect
9 hours ago
Job Overview:
Our organization is seeking an experienced Generative AI Solutions Architect to design and develop cutting-edge Generative AI solutions. As a key member of our team, you will work on creating innovative AI/ML models that meet the evolving needs of our clients.
Key Responsibilities:
- Develop AI/ML Solutions: Design, implement, and deploy AI/ML solutions using Generative AI and Large Language Models (LLMs).
- Optimize LLMs: Fine-tune, prompt-engineer, and optimize LLMs for domain-specific tasks, ensuring they are accurate and efficient.
- Integrate LLMs with APIs and Enterprise Systems: Integrate LLMs with APIs, databases, vector stores, and enterprise applications, streamlining data exchange and processing.
- Deploy Model Strategies: Evaluate and implement effective model deployment strategies across various environments, including on-prem, cloud, serverless, or containerized setups.
- Collaborate with Cross-Functional Teams: Work closely with data engineers, product managers, and software engineers to deliver end-to-end AI solutions that meet client expectations.
- Stay Current with AI Advancements: Stay up-to-date with the latest advancements in AI research, proposing adoption of new technologies to enhance our services.
- Implement MLOps Best Practices: Ensure the implementation of continuous training, deployment, and monitoring of models in production, adhering to industry-standard MLOps practices.
- Ensure Responsible AI Practices: Guarantee responsible AI practices by focusing on bias mitigation, data privacy, and compliance throughout the development process.
Required Skills and Qualifications:
- Software Development Experience: 5+ years of experience in software development, preferably with Python; familiarity with Java, C#, or Node.js is a plus.
- Generative AI Experience: Hands-on experience in Generative AI and LLM-based development, with at least 2 years of proven track records.
- Ai/ML Fundamentals Knowledge: Strong understanding of AI/ML fundamentals, including NLP, deep learning, embeddings, and transformers.
- LLM Experience: Experience with popular LLMs such as OpenAI GPT, Anthropic Claude, LLaMA, Falcon, Mistral, or similar.
- Production-Grade LLM-Based Projects: A minimum of 2 successful production-grade LLM-based projects under your belt.
- LangChain and LlamaIndex Experience: Familiarity with LangChain, LlamaIndex, Haystack, or similar frameworks.
- Vector Databases Experience: Knowledge of vector databases like Pinecone, Weaviate, Milvus, FAISS, Chroma.
- Cloud Platforms Experience: Proficiency in cloud platforms such as AWS, Azure, GCP and AI services like Bedrock, VertexAI, Azure OpenAI.
- Containerization and Deployment Tools Experience: Experience with containerization and deployment tools like Docker, Kubernetes, CI/CD pipelines.
- MLOps Tools Experience: Familiarity with MLOps tools such as MLflow, Kubeflow, Weights & Biases for model lifecycle management.
- Problem-Solving and Communication Skills: Excellent problem-solving, analytical, and communication skills.
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