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Generative AI Engineer
4 weeks ago
Job Description
We are looking for an experienced Generative AI Engineer with a deep understanding of Large Language Models (LLMs), prompt engineering, and fine-tuning techniques. The ideal candidate will be responsible for developing cutting-edge AI models and ensuring their effective deployment to solve complex natural language processing (NLP) tasks. You will work with Chat completions, function calling, retrieval-augmented generation (RAG), and leverage OpenAI APIs to build scalable, high-performance AI solutions.
Key Responsibilities :
- Prompt Engineering : Design, develop, and optimize prompts for large language models (LLMs) to improve the accuracy, relevance, and coherence of AI-generated content.
- Fine-tuning Models : Fine-tune pre-trained models on specific datasets to enhance performance and adapt models to business-specific requirements.
- Understanding LLM Patterns : Analyze and understand LLM behavior and patterns to improve performance, reduce biases, and fine-tune responses.
- Chat Completions : Build and optimize systems for generating high-quality chat completions, ensuring context-aware and coherent conversational AI outputs.
- Function Calling : Implement function calling capabilities within LLMs to integrate AI-driven actions, such as querying databases, performing calculations, or interacting with APIs based on user inputs.
- Retrieval-Augmented Generation (RAG) : Integrate external knowledge sources (e.g., documents, databases) with retrieval-augmented generation (RAG) methods to provide more accurate and contextually relevant AI-generated responses.
- OpenAI API Integration : Work extensively with OpenAI APIs (including GPT models) to develop, deploy, and optimize AI-driven solutions. Stay updated on new features and tools offered by OpenAI.
- Model Evaluation and Testing : Continuously evaluate and test models to ensure they are delivering high-quality results, addressing biases, and improving over time.
- Collaboration : Work closely with data scientists, machine learning engineers, and product teams to integrate AI solutions into end-user applications.
- Documentation and Best Practices : Create and maintain detailed documentation on model architectures, fine-tuning processes, and best practices for prompt engineering.
- AI Ethics and Safety : Ensure that AI models adhere to ethical guidelines and mitigate harmful biases, misinformation, and other risks associated with generative models.
Qualifications :
- Bachelor's or Master's degree in Computer Science, Artificial Intelligence, Data Science, or related field.
- 3+ years of hands-on experience with Generative AI, Large Language Models (LLMs), and Natural Language Processing (NLP).
- Strong expertise in prompt engineering and techniques to optimize AI behavior and responses.
- Experience with fine-tuning and adapting pre-trained models to domain-specific tasks.
- Understanding of LLM behavior, common patterns, and how to improve model outputs.
- Familiarity with OpenAI APIs and tools such as GPT-3, GPT-4, and other OpenAI features.
- Experience in implementing retrieval-augmented generation (RAG) techniques for enhanced AI performance.
- Hands-on experience with chat completions, function calling, and building AI-powered applications.
- Strong coding skills in Python, with experience using libraries like Hugging Face, TensorFlow, or PyTorch.
- Knowledge of data preprocessing, feature engineering, and model evaluation techniques.
- Strong problem-solving, communication, and collaboration skills.
Preferred Skills :
- Experience with other generative models (e.g., T5, BERT, etc.).
- Familiarity with cloud platforms like AWS, Azure, or Google Cloud, and how to deploy LLMs on these platforms.
- Understanding of machine learning pipelines and model deployment strategies.
- Familiarity with model interpretability and techniques to improve the transparency of AI decisions.
- Experience with conversational AI platforms or chatbot frameworks.
- OpenAI certification or other relevant certifications is a plus.
Why Join Us?
- Work on innovative projects at the forefront of Generative AI and NLP.
- Collaborate with a talented team of engineers and data scientists in an innovative environment.
- Access to cutting-edge technology and resources.
- Competitive salary and benefits package.
- Opportunity to grow professionally and make a significant impact on the company's AI strategy.