Data Scientist
3 weeks ago
Mandatory Skills :
- Transformer Models- Focus is on hands on ability to write Pytorch code to either finetune or train Open-Source (not Open AI) Transformer based models (like BERT, T5, Falcon, LLAMA, Mistral etc.) on GPU machines.
- Should have done projects on LLM and NLP both
- Hands-on on Python Coding Or Guess Estimation Related Questions (e.g. how can you find out no. of cars in Bangalore)
- Gen AI
- Machine Learning or Deep Learning (any one is mandatory)
Good to Have Skills :
- ML (basic knowledge), Deep Learning. DL and ML in either ways.
Role :
- Proven experience as an NLP and ML Engineer or similar role
- Have worked on open-source LLM (like Falcon and llama) for various text generation task
- Have done SFT or PEFT on decoder based LLM for a specific text generation task
- Understanding of NLP techniques for text representation, semantic extraction techniques, data structures and modeling
- Have worked on BERT models for intent classifiers and entity extraction techniques
- Ability to write robust and testable code
- Experience with machine learning frameworks (PyTorch)
Responsibilities :
- Study and transform data science prototypes
- Design NLP applications
- Use effective text representations to transform natural language into useful features
- Find and implement the right algorithms and tools for NLP tasks
- Develop NLP systems according to requirements
- Train the developed model and run evaluation experiments
- Perform statistical analysis of results and refine models
- Extend ML libraries and frameworks to apply in NLP tasks
- Remain updated in the rapidly changing field of machine learning
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