Nlp Generative Ai
6 months ago
**About XA Group**:
- At XA Group, we are dedicated to driving substantial technological advancements in the automotive and insurance sectors. Our mission is to empower businesses with intelligent solutions, making them smarter, safer, and more efficient.
- We are seeking an intern who can research, implement, present metrics, and demonstrate the following tasks related to (long context) data extraction and generation using Transformers & Large Language Models (LLMs):
**Key Responsibilities**:
- ** 1. Instruction Fine-tuning for Documents (Text and Tables)**:
- a. Fine-tune LLMs for document-specific instruction understanding, including text and tables.
- ** b. **Work on table detection (bordered and borderless), table structure detection, and mapping tables with text.
- ** c. **Implement a system for table RAG.
- **2. Create Instruction Datasets with LLM Approaches**:
- a. Specialize in creating instructive datasets with long context text and tables using LLM approaches.
- b. Develop expertise in generating specialized datasets tailored to the domain, focusing on specific instruction understanding.
- ** 3. Fine-tune LLM Models for Q&A in Domain-specific Contexts**:
- a. Implement fine-tuning strategies for LLMs to extract information specific to the domain for Question and Answer (Q&A) tasks.
- b. Showcase the model's ability to understand and respond to queries within the specified domain context.
- ** 4. Model Quantization for Inference Speed and Accuracy**:
- a. Investigate model quantization methods to optimize LLMs for inference speed and accuracy, especially on GPUs.
- b. Provide benchmarks and metrics for different quantization approaches, emphasizing trade-offs between speed and accuracy.
- ** 5. Model Evaluation and Metrics**:
- a. Develop comprehensive evaluation metrics for LLM performance in data extraction and generation tasks.
- b. Present findings through clear and concise reports, including visualizations and comparisons.
**Requirements**:
- Background in Generative AI, Natural Language Processing (NLP) and machine learning.
- Proficiency in programming languages such as Python and familiarity with relevant libraries (e.g., TensorFlow, PyTorch). Worked with LLMs, hugging face transformers.
- Strong analytical and research skills.
- Effective communication skills, including the ability to present findings to stakeholders.
- Ability to work independently and as part of a team
**Perks**:
- Mentorship from industry experts in the field of Computer Vision.
- Opportunity to contribute to projects with meaningful impact.
- Collaborative and innovative work environment.
$800 - $1,000 a month
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