Principal Software Engineer, ML Frameworks
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Job Location:
Monthly Salary:
Posted on:
14 hours ago
Vacancies:
1 Vacancy
Job Summary
Job Description:
Our Products Team is growing and were looking for a highly skilled Principal Software Engineer AI/ML to join our cutting-edge AI / ML platform this role you will play a key part in designing developing and deploying advanced AI/ML models focused on content generation natural language understanding and creative data synthesis. You will work alongside a team of data scientists software engineers and AI/ML researchers to build systems that push the boundaries of what generative AI can achieve.
Key Responsibilities:
Design and Build ML Models: Develop and implement advanced machine learning models (including deep learning architectures) for generative tasks such as text generation image synthesis and other creative AI applications.
Optimize Generative AI Models: Enhance the performance of models like GPT V AEs GANs and Transformer architectures for content generation making them faster more efficient and scalable.
Data Preparation and Management: Preprocess large datasets handle data augmentation and create synthetic data to train generative models ensuring high-quality inputs for model training.
Model Training and Fine-tuning: Train large-scale generative models and fine-tune pre-trained models (e.g. GPT BERT DALL-E) for specific use cases using techniques like transfer learning prompt engineering and reinforcement learning.
Performance Evaluation: Evaluate models performance using various metrics (accuracy perplexity FID BLEU etc.) and iterate on the model design to achieve better outcomes.
Collaboration with Research and Engineering Teams: Collaborate with cross-functional teams including SME AI researchers data scientists and software developers to integrate ML models into production systems.
Experimentation and Prototyping: Conduct research experiments and build prototypes to test new algorithms architectures and generative techniques translating research breakthroughs into real-world applications.
Deployment and Scaling: Deploy generative models into production environments ensuring scalability reliability and robustness of AI solutions in real-world applications.
Stay Up-to-Date with Trends: Continuously explore the latest trends and advancements in generative AI machine learning and deep learning to keep our systems at the cutting edge of innovation.
Qualifications:
Education: Bachelors Masters or Ph.D. in Computer Science Machine Learning AI Data Science or a related field.
Experience: 10 years in cloud software development and 4 to 5 years specializing in AI and Machine Learning
Technical Expertise:
Generative AI models (e.g. GPT VAEs GANs Transformer architectures)
Deep learning frameworks: TensorFlow PyTorch JAX
Programming:
Python (NumPy Pandas Scikit-learn) plus Java Go C/C R
NLP image generation and multimodal models
Training and fine-tuning large-scale models (e.g. GPT BERT DALL-E)
Cloud platforms (AWS GCP Azure) and ML Ops (Docker Kubernetes)
Data engineering and large-scale dataset handling
SQL and NoSQL databases
Development Practices:
Strong coding standards
Testing and CI/CD pipelines
Soft Skills:
Ability to mentor and lead system design
Excellent problem-solving collaboration and communication
Proactive in learning and adopting new AI technologies
Preferred Skills:
Experience with Reinforcement Learning or Self-Supervised Learning in generative contexts.
Familiarity with distributed training and high-performance computing (HPC) for scaling large models.
Contributions to AI research communities or participation in AI challenges and open-source projects.
Tools: Linux git Jupyter IDE ML frameworks: Tensorflow Pytorch Keras Scikit-learn
GenAI: prompt engineering RAG pipeline Vector/Graph DB evaluation frameworks model safety and governance
Location:
India (Flexible hybrid work model - work from Bangalore office for 20 days in a quarter)
Required Experience:
Staff IC
Key Skills
- Continuous Integration
- Docker
- Jenkins
- Python
- System Design
- Agile
- C/C++
- Go
- Systems Engineering
- Software Development
- Java
- Distributed Systems
About Company
Calix is a leading provider of cloud and software platforms, systems, and services for internet service providers. Partner with Calix and grow your business.
