Ai/ml Engineer

2 weeks ago

Thành phố Hồ Chí Minh, Vietnam TechX Corporation Full time

TechX is a trailblazer in cloud computing and data analytics, dedicated to empowering businesses in the banking, financial services, and enterprise sectors. Our flagship product, XData, revolutionizes data analytics by delivering advanced insights and innovative solutions that drive impactful outcomes.

**Role Overview**:
**Key Responsibilities**:
**1. Model Development and Fine-Tuning**
- Fine-tune pre-trained generative AI models (e.g., GPT, Claude) using domain-specific datasets.
- Design and implement parameter-efficient tuning techniques (e.g., LoRA, adapters).
- Evaluate and improve model performance using benchmarks and success criteria.

**2. Prompt Engineering**
- Craft and optimize effective prompts for various AI tasks, such as text summarization, classification, and Q&A.
- Design dynamic and context-aware prompt templates for retrieval-augmented generation workflows.

**3. Retrieval-Augmented Generation (RAG)**
- Integrate generative AI models with vector databases (e.g., Pinecone, Elasticsearch) for retrieval-augmented workflows.
- Optimize retrieval and ranking algorithms to ensure accurate responses.

**4. Data Handling and Preprocessing**
- Preprocess and structure data from diverse formats, including Word documents, Excel spreadsheets, and scanned PDFs.
- Implement OCR (Optical Character Recognition) pipelines for extracting information from scanned documents.

**5. Backend and API Integration**
- Deploy AI models via RESTful APIs, ensuring seamless integration with backend systems.
- Collaborate with backend developers to ensure end-to-end functionality and scalability.

**6. Performance Monitoring and Optimization**
- Track model performance (accuracy, latency, error rates) and implement strategies to improve.
- Monitor AI systems in production to detect and resolve issues proactively.

**7. Collaboration and Documentation**
- Work closely with Business Analysts, QA Engineers, and other stakeholders to align AI solutions with business goals.
- Document all workflows, including datasets, prompts, and fine-tuning configurations.

**Key Required Skills and Qualifications**

**1. Technical Skills**
- **Machine Learning and NLP**:
- Strong understanding of machine learning concepts and NLP techniques.
- Experience with transformer-based models (e.g., GPT, BERT, Claude).
- **Deep Learning Frameworks**:
- Proficiency in TensorFlow, PyTorch, or Hugging Face Transformers.
- **Generative AI**:
- Hands-on experience fine-tuning generative models and crafting prompts.
- **Data Handling**:
- Expertise in preprocessing text and document formats using Pandas, NumPy, and Tesseract OCR.
- **API Development**:
- Experience deploying AI models via APIs using FastAPI, Flask, or similar frameworks.
- **RAG and Databases**:
- Knowledge of vector databases (e.g., Pinecone, Weaviate) and RAG workflows.

**2. Programming and Cloud Skills**
- Proficiency in Python for AI/ML development.
- Experience with cloud platforms (e.g., AWS, GCP, Azure), especially:
- Amazon Bedrock, SageMaker, and Lambda for AI/ML workloads.
- S3 for data storage and retrieval.

**3. Analytical and Problem-Solving Skills**
- Strong analytical skills to interpret model outputs and identify optimization opportunities.
- Ability to design experiments and validate results for performance improvement.

**Preferred Qualifications**
- Familiarity with compliance standards (e.g., GDPR, HIPAA) for AI solutions.
- Experience with monitoring and logging tools (e.g., CloudWatch, Kibana, MLflow).
- Knowledge of CI/CD pipelines and containerization (e.g., Docker, Kubernetes).
- Previous experience working on chatbots or conversational AI.

**What We Offer**
- Competitive salary and benefits.
- Opportunities to work on cutting-edge AI/ML technologies.
- Collaborative and innovative work environment.
- Continuous learning opportunities through workshops and training.

**Join Our Team**:
If you are ready to make an impact and drive meaningful outcomes, we invite you to join us on this exciting journey.

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