
AI/ML Engineer
1 day ago
Role : ML/AI Engineer
We are seeking a highly skilled Machine Learning / AI Engineer with strong technical expertise in building, deploying, and scaling ML and deep learning solutions. The ideal candidate should have 4+ years of hands-on experience working with advanced AI models, modern ML frameworks, and cloud-native environments. This role requires strong problem-solving skills, end-to-end model lifecycle ownership, and the ability to translate business requirements into cutting-edge AI-driven solutions.
Key Responsibilities Development & Training :
- Build and fine-tune neural network architectures (CNNs, RNNs, LSTMs, Transformers, GANs) based on use case requirements.
- Implement feature engineering, data preprocessing pipelines, and advanced techniques such as embeddings, transfer learning, and dimensionality reduction.
Model Deployment & MLOps :
- Deploy ML models at scale using Docker, Kubernetes, MLflow, Kubeflow, or SageMaker.
- Implement CI/CD pipelines for ML including automated testing, monitoring, and retraining strategies.
- Optimize models for latency, throughput, and cost efficiency in production-grade environments.
Data Engineering & Management :
- Build robust ETL/ELT pipelines to handle large-scale structured and unstructured datasets.
- Work with SQL/NoSQL databases, data warehouses (Snowflake, BigQuery, Redshift), and data lakes.
- Leverage cloud-native data services (AWS S3/Glue, Azure Data Lake, GCP BigQuery).
Generative AI & NLP (Preferred) :
- Experience with LLMs, RAG pipelines, prompt engineering, fine-tuning transformers (BERT, GPT, LLaMA, T5, etc.).
- Implement text embeddings, semantic search, and vector databases (Pinecone, Weaviate, FAISS, Milvus).
Performance Optimization & Research :
- Conduct hyperparameter tuning and leverage distributed training frameworks (Horovod, DeepSpeed, Ray).
- Explore and integrate emerging ML/AI techniques to improve accuracy, interpretability, and scalability.
Collaboration & Documentation :
- Partner with cross-functional teams (data engineers, product managers, business analysts) to design AI-driven solutions.
- Document architecture, data pipelines, experiments, and model performance for knowledge sharing and compliance.
Required Skills & Experience :
- 4+ years of hands-on experience in ML/AI model development and deployment.
- Strong programming skills in Python with libraries/frameworks such as TensorFlow, PyTorch,scikit-learn, Keras, Hugging Face Transformers.
- Proficiency in data manipulation tools (Pandas, NumPy, Spark, Dask).
- Hands-on expertise in cloud platforms (AWS, Azure, GCP) and their AI/ML offerings.
- Experience with MLOps tools : MLflow, Kubeflow, Airflow, or Vertex AI.
- Knowledge of DevOps practices : Docker, Kubernetes, Git, CI/CD pipelines.
- Strong understanding of statistics, probability, linear algebra, and optimization methods.
- Familiarity with security, data governance, and compliance in AI/ML systems.
Preferred Qualifications :
- Experience with Generative AI, LLMs, and advanced NLP techniques.
- Knowledge of computer vision frameworks (OpenCV, Detectron2, YOLO, Hugging Face Diffusion models).
- Exposure to reinforcement learning and time-series forecasting models.
- Research background with publications/patents in ML/AI.
- Contribution to open-source ML projects or Kaggle competitions.
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