GenAI Engineer
Aptech · Mumbai · onsite · Posted 29d ago
Undisclosed3–5 yrsfulltimeSourced from
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About this role
- Generative AI Solution Development:
- Develop and implement advanced solutions using Generative AI technologies, leveraging frameworks such as Python, LangChain, and HuggingFace.
- Engage in prompt engineering, working with Large Language Models (LLMs) to create tailored AI-driven solutions.
- Ensure response accuracy of prompts. Make sure the prompts generate desired outcomes and adhere to instructions.
- Model Fine-Tuning and Optimization:
- Fine-tune pre-trained models from HuggingFace and other platforms to meet project-specific requirements.
- Optimize AI models for efficiency, accuracy, and scalability in educational contexts.
- Achieve minimum accuracy thresholds for models.
- Reduce model training time and computational resource usage.
- Innovate AI techniques or algorithms at least once per quarter.
- Collaboration with Business Teams:
- Collaborate with business stakeholders to align AI solutions with organizational goals, translating business requirements into technical specifications.
- Participate in cross-functional collaboration meetings, ensuring effective communication of AI model capabilities.
- AI Frameworks and Tooling:
- Utilize frameworks like LangChain, Cohere, Keras, TensorFlow, and PyTorch for developing, testing, and deploying AI models.
- Integrate AI solutions into existing systems for seamless user experiences.
- Ensure AI deployment times are within defined timelines (e.g., from training to production).
- Maintain model latency below a defined threshold for real-time inference (e.g., under decided milliseconds).
- Research and Innovation:
- Stay updated on the latest advancements in Generative AI, machine learning, and deep learning technologies.
- Experiment with new methodologies and emerging AI technologies to innovate and enhance existing solutions.
- Introduce innovative AI algorithms or approaches at least once per quarter.
- System Architecture and Integration:
- Design robust system architectures using frameworks like FastAPI and Unicorn to support AI-driven applications.
- Ensure AI solutions are scalable, maintainable, and integrated effectively with other system components.
- Ensure efficient use of computing resources and optimize costs while maintaining performance standards.
- Performance Monitoring and Improvement:
- Monitor AI model performance, applying ML engineering metrics to continuously improve outcomes.
- Troubleshoot issues related to model performance and integration, resolving critical bugs quickly.
- Reductions in code execution time and model bugs.
- Ensure AI-related code has unit testing coverage for robustness.
- Documentation:
- Provide comprehensive documentation for all developed models, data pipelines, and processes, explaining functionality and edge cases.
- Maintain detailed documentation of new features and code implementations.
- Ensure step-by-step deployment and retraining documentation, with minimal user-reported gaps or confusion.
- Education: Bachelors degree or equivalent experience in Computer Science, AI, or related fields.
- Experience: 3-5 years of experience, with at least 1 year specializing in AI/ML.
- Prompt Engineering
- Python Programming
- AI and ML Frameworks
- Deep Learning Architectures
- Mathematical and Statistical Knowledge
- System Architecture Design
- Model Fine-Tuning
- Collaboration and Communication
- Continuous Learning
Disclaimer: This job posting has been aggregated from external source. Role details, content, and availability are subject to change. Applicants are advised to confirm the latest information directly on the company website before applying.
Sourced from naukri
Skills
kerasai modelsai modelai frameworksai technologiesBusiness RequirementsAi DeploymentHugging Face TransformersLarge Language Models (LLMs)deploymentAlgorithmsArchitectureDeep LearningAi SolutionsLangchainGenerative AiData PipelineArtificial Intelligence
About Aptech
Aptech
Education & Training
458
employees
1986
40 years old
Mumbai, Maharashtra
India
₹6.7L PA avg
Avg at Aptech
About
Aptech Limited has over three decades of strong experience in the vocational skill training and non-formal academic curriculum-based training programs.
Industries
Education & Training
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