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Senior Generative AI Engineer (Edge Deployment with C++)

Senior Generative AI Engineer (Edge Deployment with C++)

ConfidentialBengaluru / Bangalore, Pune
8 days ago
Job description

Key Responsibilities :

  • Design, develop, and implement generative AI models (Transformers for text / image / audio generation) from research prototypes to production-ready systems.
  • Optimize and deploy generative AI models on various edge devices (e.g., mobile, IoT, embedded systems, specialized AI accelerators) using C++ and relevant optimization techniques.
  • Collaborate closely with research and Development Teams to identify, evaluate, and adapt novel generative AI architectures for edge deployment.
  • Implement efficient inference pipelines, leveraging techniques such as model quantization, pruning, compilation, and hardware-specific optimizations.
  • Develop and maintain robust C++ libraries and frameworks for model inference and integration on edge platforms.
  • Conduct performance profiling, benchmarking, and debugging of AI models on target hardware.
  • Contribute to the entire machine learning lifecycle, from data preprocessing and model training to deployment and monitoring.
  • Stay up to date with the latest advancements in generative AI, edge computing, and C++ best practices.
  • Mentor junior engineers and contribute to a culture of technical excellence.

Key Skills and Qualifications :

Strong Generative AI Skills (Must-Have) :

  • Deep understanding of Generative AI architectures : Extensive  experience with and theoretical knowledge of various generative models, including :
  • Autoregressive models for sequence generation (e.g., GPT, BERT, T5)
  • Hands-on experience with popular deep learning frameworks : Proficiency  in at least one of the following, with a strong preference for PyTorch :
  • PyTorch
  • TensorFlow
  • Model Training and Evaluation :   Proven ability to train, fine-tune, and evaluate generative models, including understanding of metrics relevant to generative tasks (e.g., FID, Inception Score, perceptual metrics).
  • Data Generation and Manipulation :   Experience with synthetic data generation, data augmentation, and managing large datasets for generative tasks.
  • Understanding of Latent Spaces :   Strong intuition and practical experience working with and manipulating latent spaces.
  • C++ for Edge Deployment (Must-Have) :

  • Proficient C++ Programming :   Excellent command of modern C++ (C++11 / 14 / 17 / 20) with strong software engineering principles, including memory management, data structures, and algorithms.
  • Edge AI Frameworks / Libraries :   Experience with C++-based inference engines and deployment tools for edge devices, such as :
  • ONNX Runtime
  • TensorRT
  • OpenVINO
  • TFLite (C++ API)
  • Core ML (for iOS / macOS deployment)
  • Performance Optimization :   Demonstrated experience in optimizing C++ code for performance, including multi-threading, SIMD instructions, and understanding of cache coherence.
  • Embedded Systems / Hardware Interaction :   Familiarity with the constraints and challenges of deploying on embedded systems, including limited memory, power, and computational resources.
  • Good to have Skills :

  • Experience with specific AI accelerators (e.g., NVIDIA Jetson, Google Coral, Qualcomm AI Engine).
  • Knowledge of low-level hardware programming or system-on-chip (SoC) architectures.
  • Experience with real-time systems and low-latency applications.
  • Familiarity with MLOps practices for deploying and managing AI models in production.
  • Contributions to open-source generative AI projects or relevant C++ libraries.
  • Experience with other programming languages relevant to AI / ML (e.g., Python for prototyping).
  • Strong understanding of computer vision or natural language processing fundamentals.
  • Education & Experience :

  • Masters or Ph.D. in Computer Science, Electronics Engineering, or a related field with a specialization in Machine Learning, Artificial Intelligence, or Computer Vision with 5+ years of experience
  • Alternatively, Bachelors degree with [7+] years of industry experience in a similar role focusing on Generative AI and C++ for edge deployment.
  • Skills Required

    Python, C++, Design, Develop, Pytorch, Tensorflow

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