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Machine Learning Engineer - R/Python
Machine Learning Engineer - R/PythonXohani Solutions Private Limited • Chennai
Machine Learning Engineer - R / Python

Machine Learning Engineer - R / Python

Xohani Solutions Private Limited • Chennai
8 days ago
Job description

Description : We are seeking an experienced Machine Learning Engineer with strong expertise in Generative AI (GenAI) and payment data analytics to join our team. In this role, you'll work on large-scale credit card and UPI transaction data to identify use cases, develop PoCs, and build production-ready ML and GenAI solutions that unlock insights and drive innovation in payments.

Key Responsibilities :

Data Handling & Feature Engineering :

  • Collect, preprocess, and analyze payment datasets (credit card, UPI) to extract meaningful features, including embeddings, time-series signals, and customer behavior patterns.

ML Model Development :

  • Design and implement models for fraud detection, customer segmentation, and demand forecasting using tools like TensorFlow, PyTorch, and Scikit-learn.
  • Generative AI & Foundation Models :
  • Apply and fine-tune OSS LLMs (e.g., Hugging Face Transformers, Llama, GPT-J, Falcon) for use cases such as :

  • Synthetic data generation
  • Transaction summarization
  • Conversational AI for payment-related queries
  • Model Evaluation & Optimization :
  • Use metrics like AUC-ROC, precision, recall, and F1-score to evaluate models. Apply hyperparameter tuning and distributed training for performance improvement.

  • Deployment & MLOps :
  • Deploy ML / GenAI models using tools like MLflow, Kubeflow, SageMaker, and Docker / Kubernetes. Set up real-time inference pipelines and monitor model drift and reliability in production.

  • Collaboration & Communication :
  • Work with cross-functional teams (data scientists, engineers, product) to define requirements and deliver business-impacting solutions. Present findings to both technical and non-technical stakeholders.

    Requirements :

  • Bachelors or masters degree in computer science, engineering, mathematics, statistics, or a related field.
  • 8 - 10 years of proven experience as a Machine Learning Engineer, Data Scientist, or similar role.
  • Strong knowledge of machine learning, statistics, and data science concepts and techniques.
  • Proficient in programming languages such as Python, R, and Java.
  • Experience with data processing tools like SQL, Spark, and Hadoop.
  • Proficient in using frameworks like TensorFlow, PyTorch, Scikit-learn, Hugging Face Transformers, and other OSS LLMs.
  • Hands-on experience with foundational models, such as BERT, GPT, T5, and Vision Transformers (ViT).
  • Experience with credit card and UPI payment data use cases (e.g., fraud detection, transaction risk assessment, customer analytics) is a plus.
  • Experience fine-tuning and deploying OSS LLMs for specific tasks such as text summarization, synthetic data generation, and NLP applications in payments.
  • Familiarity with frameworks / tools like Hugging Face, LangChain, and LlamaIndex.
  • Hands-on experience deploying ML and GenAI models in production environments with tools like MLflow, Kubeflow, Docker, and Kubernetes.
  • Excellent communication and presentation skills, with the ability to explain complex concepts
  • (ref : hirist.tech)

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