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Back to all positions
AI & Machine LearningFull-timeOn-site

Deep Learning Engineer

Design and train deep neural networks at APPIT Software in Hyderabad, building high-performance models for language understanding, vision, and multimodal AI applications across enterprise products.

Hyderabad, India
Full-time
AI & Machine Learning

Responsibilities

  • Design, train, and optimize deep neural network architectures for production use cases
  • Implement custom model architectures using PyTorch for NLP, vision, and multimodal tasks
  • Conduct large-scale training experiments with distributed data-parallel and model-parallel strategies
  • Optimize training efficiency through mixed precision, gradient checkpointing, and curriculum learning
  • Build data loading and augmentation pipelines for efficient training on large datasets
  • Profile and debug model performance using PyTorch profiler and CUDA debugging tools

Requirements

  • 3-5 years of experience in deep learning engineering
  • Expert-level PyTorch skills with experience writing custom layers, loss functions, and training loops
  • Strong understanding of neural network architectures (transformers, CNNs, RNNs, diffusion models)
  • Experience with distributed training (DDP, FSDP, DeepSpeed)
  • Solid mathematical foundations in linear algebra, calculus, and probability theory
  • Knowledge of GPU programming concepts and memory optimization techniques

Nice to Have

  • Experience with CUDA programming or custom CUDA kernels
  • Knowledge of neural architecture search or AutoML
  • Publications in deep learning research venues

Skills

PyTorchDeep LearningCUDADistributed TrainingTransformersMixed PrecisionPythonNeural Architecture Design

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