Senior Machine Learning Engineer
2 weeks ago
Location : Pune, Viman Nagar / Bengaluru
Experience : 4 Years +
Roles and Responsibilities :
- As a Senior ML Engineer you will: Lead development of services and infrastructure at the intersection of machine learning, big data.
- Excellent skills developing in Python as well as significant experience working in Linux environments.
- You will be at the center stage for managing machine learning lifecycle and operations using AWS/GCP AI services, DL compute resources, and our core search backend services for query understanding, semantic matching, and relevance ranking.
- You will build scalable data-intensive infrastructure that processes huge amounts of logs, catalogs, transactional data, and telemetry signals.
- We enable teams to become more data-driven and build robust and explainable ML services.
- Hands on experience on Numpy, Pandas, NLTK, TensorFlow, PyTorch and Keras. Caffe Supervised Machine Learning Algorithms, Deep Learning Models (CNN, RNN, LSTM, BERT, NLU and YOLO) Cloud Platforms (AWS/GCP) - Sagemaker or Vertex AI.
- Experience in Data Wrangling and PySpark(Good to have knowledge over EMR and Glue)
- Experience with containerizing applications using Docker Experience in SQL and at least one NoSQL data store Elasticsearch, MongoDB, Cassandra and HBase Experience in handling branch based deployments.
- Knowledge over MLFlow and Kubeflow. Optimization of Multiple GPUs. Research, develop, and implement state-of the-art techniques in the field of Large
- Language Models (LLM) and Generative AI are added advantage.
- Collaborate with cross-functional teams to design and execute projects that leverage LLMs for various applications, such as text generation, summarization, translation, and more.
- Stay up-to-date with the latest advancements in AI, machine learning, and generative models, and apply this knowledge to enhance existing models and methodologies.
- Analyze and fine-tune model performance through experimentation, iteration, and data driven insights.
- Provide technical leadership and mentorship to junior team members, fostering a culture of innovation and continuous learning.
- Contribute to research publications, whitepapers, and presentations to showcase the organization's expertise in the field.
- Collaborate with product teams to integrate AI solutions into real-world applications and platforms.
Technical Expertise :
Design and Develop :
- Lead the design, get your hands dirty and write code, and ultimately deploy big data and machine learning services. These services define the foundation of our search R&D processes, supporting science, product development and production of the world's largest product search engine.
- Possess expert knowledge in performance, large scale distributed system scalability, system architecture, and engineering best practices.
- Workable knowledge of AI and ML best practices for model building, automation and neural network enrichment iterative learning Operational Excellence.
- Obsess over operational excellence, evaluate system performance, security, design system metrics and driving quality improvement, Obsess over customer needs and satisfaction.
Job Qualifications :
- Masters or Bachelor's degree in Computer Science/IT, software engineering or data science, is recommended.
- Master's degree in Artificial Intelligence is a plus.
- Cloud(GCP/AWS), PyTorch, Tensorflow Python, R, or OpenAI/Gen AI is a plus
- 5 years of experience with software development in one or more programming languages, and with data structures/algorithms.
- Experience with software design and architecture.
- 4 years of experience with ML/AI algorithms and tools, deep learning or natural language processing.
- 1-2 year of experience in a technical leadership role.
- Experience developing accessible technologies.
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