Chennai, Tamil Nadu, India
Information Technology
Full-Time
IceCreamLabs
Overview
Key Responsibilities
- Collaborate directly with the founding team on core AI model development and strategy
- Fine-tune and customize LLMs for specific use cases and performance requirements
- Evaluate and benchmark different language models to determine optimal solutions
- Optimize model performance using LoRA, QLoRA, and other parameter-efficient methods
- Implement and experiment with RLHF workflows
- Design and execute training pipelines for custom model development
- Research and implement cutting-edge techniques in model optimization and efficiency
- Create new AI solutions that solve real-world problems at scale
- Lead technical initiatives and mentor junior team members as the team grows
- Demonstrate deep understanding of LLM architectures such as transformer models and attention mechanisms
- Apply hands-on experience fine-tuning LLMs like GPT, LLaMA, and Mistral in production environments
- Show strong knowledge of training and fine-tuning processes including data preparation, hyperparameter optimization, and evaluation
- Use LoRA, QLoRA, and parameter-efficient fine-tuning techniques effectively
- Implement RLHF and human preference learning in practice
- Program at an expert level in Python with deep learning frameworks like PyTorch and Transformers
- Understand distributed training and model parallelization techniques
- Hold a bachelor’s degree from IIT, NIT, or BITS in computer science or a related field
- Demonstrate strong computer science fundamentals in algorithms, data structures, and system design
- Apply a solid mathematical foundation in linear algebra, statistics, and optimization
- Possess 0–1 years of hands-on experience with deep learning and LLMs
- Prove successful fine-tuning and deployment of models in production
- Use model evaluation frameworks and benchmarking methodologies
- Work with MLOps tools and model deployment pipelines
- Optimize GPU performance and ensure efficient model serving
- Work independently and drive projects to completion as a self-starter
- Stay motivated and passionate about pushing AI boundaries
- Solve complex technical challenges and thrive in ambiguous environments
- Debug and optimize complex systems with strong problem-solving skills
- Collaborate effectively with excellent communication skills
- Stay research-oriented and up to date with the latest AI developments
- Work directly with founders on core product decisions and technical strategy
- Shape the AI architecture from inception to production scale
- Lead research initiatives and influence the direction of AI capabilities
- Access cutting-edge research and implement the latest techniques
- Work with state-of-the-art hardware and computational resources
- Collaborate with brilliant minds and learn from industry experts
- Join as a founding team member with significant equity and growth potential
- Take on leadership opportunities as the team expands
- Gain industry recognition through publications and open-source contributions
- Work primarily in-office at the CBD Bangalore location for maximum collaboration
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