
AI/ML Architect
2 days ago
Role & responsibilities -
- Lead the design and development of robust machine learning and deep learning architectures tailored to solve real-world business challenges.
- Build and optimize models using frameworks like TensorFlow, PyTorch, and Keras, ensuring high accuracy and performance.
- Architect and oversee end-to-end data pipelines, including data ingestion, preprocessing, and feature engineering for AI workloads.
- Research, prototype, and productionize novel algorithms in areas such as computer vision, NLP, and reinforcement learning.
- Deploy models using cloud platforms (AWS/Azure/GCP), leveraging GPU/TPU infrastructure, and integrating into CI/CD workflows using Docker and other tools.
- Tune hyperparameters, manage model drift, and implement monitoring to ensure sustained model performance in production.
- Collaborate with engineering, data science, and product teams to align AI initiatives with business goals.
- Ensure robust documentation, version control, and adherence to MLOps principles throughout the development lifecycle.
- Stay ahead of trends in AI/ML and guide the team on best practices, tools, and frameworks.
Preferred candidate profile -
- Education: Bachelors or Masters degree in Computer Science, AI, Data Science, or a related technical field.
- Experience: 4–5 years of experience in developing and deploying machine learning or deep learning solutions in real-world environments.
- Technical Expertise: Proficient in Python and ML libraries: NumPy, Pandas, Scikit-learn, Matplotlib, etc. Deep experience with TensorFlow, PyTorch, and Keras. Strong grasp of neural networks, CNNs, RNNs, Transformers, and GANs. Experience with GPU/TPU acceleration, model optimization, and distributed training. Familiarity with cloud platforms (AWS, Azure, or GCP) for scalable AI deployments. Hands-on with Docker, version control, and CI/CD tools for deployment automation. Experience in NLP, Computer Vision, or Reinforcement Learning projects is a strong plus.
- Preferred Traits: Strong problem-solving and architectural thinking Ability to work in agile, cross-functional teams Passion for innovation and applying AI to business use cases
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