Machine Learning Engineer
3 weeks ago
Machine Learning Engineer
Type: Full-Time
Experience: Minimum 4+ years in AI ML
Location: Bangalore, Mumbai & Delhi
Work type: Currently Remote
Job Summary:
As a Machine Learning Engineer, you will be at the forefront of cutting-edge machine learning technologies. You will collaborate with a multi-disciplinary team of researchers, software engineers, and data scientists to develop, implement, and deploy machine learning models to solve complex problems.
Key Responsibilities:
Large Language Model (LLM) Expertise:
- Model Architecture and Design: Familiar with foundational LLM architectures like Transformers, GPT, and BERT. Understands attention mechanisms, positional encodings, and other critical components.
- Pre-trained LLM Deployment: Proficient in deploying models like GPT-4 and BERT, optimizing with techniques such as quantization and distillation.
- Fine-tuning Expertise: Experienced in customizing LLMs for specific tasks using strategies like few-shot learning and transfer learning.
- Training from Scratch: Skilled in curating diverse datasets, handling distributed training, maintaining model stability, and optimizing hyperparameters.
Research and Algorithm Development:
- Collaborate with data scientists to conceptualize machine learning strategies.
- Design and implement machine learning algorithms ensuring fairness and interpretability.
Data Management and Preprocessing:
- Oversee data acquisition, storage, and distribution, ensuring quality and privacy compliance.
- Perform data preprocessing, including normalization, transformation, and feature engineering.
Model Implementation and Validation:
- Develop models using frameworks like TensorFlow or PyTorch, focusing on scalability and efficiency.
- Implement rigorous validation processes like cross-validation and A/B testing.
Optimization and Scaling:
- Optimize models for computational efficiency and accuracy.
- Collaborate with infrastructure engineers to scale models for large datasets and high-throughput requirements.
Deployment:
- Translate research algorithms into production-level code for integration into platforms.
- Work with DevOps teams to deploy models in a cloud environment, ensuring maintainability and scalability.
Performance Monitoring and Maintenance:
- Develop tools to monitor model performance and address degradation or anomalies.
- Update models based on performance metrics or new data.
Collaboration and Communication:
- Collaborate with stakeholders, developers, and engineers to integrate ML solutions.
- Articulate machine learning concepts and model outcomes to non-technical stakeholders.
Continued Learning and Mentorship:
- Stay updated with the latest research and trends in machine learning.
- Mentor junior engineers and interns, sharing knowledge and best practices.
Qualifications:
Required:
● Bachelor’s Degree in Computer Science, Engineering, Statistics, or a related field.
● Minimum of 5 years of experience in machine learning or a related field.
● Strong programming skills in Python, C++, or other relevant languages.
● Experience with machine learning frameworks such as TensorFlow, PyTorch, or similar.
● Strong knowledge of machine learning algorithms and principles.
● Proven expertise in handling, training, and deploying Large Language Models (LLMs).
● Experience with cloud computing services (AWS, Azure, GCP, etc.).
● Solid understanding of software engineering best practices.
● Exceptional problem-solving abilities.
● Excellent communication skills, both written and verbal.
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