Fullstack Data Scientist
2 weeks ago
Job Description: Full Stack Data Scientist (MLOps, CI/CD, Generative AI)
About the Role
We are seeking a Full Stack Data Scientist with strong expertise in MLOps, CI/CD, and Generative AI to join our growing AI/ML team. This role is highly dynamic and requires a balance of technical excellence, customer-facing skills, and business acumen.
You will be responsible for the end-to-end machine learning lifecycle—from data exploration and model development to deployment and optimization. A key part of the role is engaging with customers, understanding their business challenges, and delivering impactful Proof of Concepts (POCs) that build trust and demonstrate value.
Candidates with hands-on expertise in statistical models, traditional ML, deep learning architectures, time series forecasting, and financial modeling will be strongly preferred.
Experience with GPUs, CUDA, and high-performance computing is a plus, given the scale and complexity of deep learning and Generative AI workloads.
Key Responsibilities
· Engage directly with customers to understand business problems and translate them into data science solutions.
· Design and deliver impactful projects that clearly demonstrate value and help win new business opportunities.
· Build and deploy end-to-end ML/AI solutions across domains such as NLP, Computer Vision, Generative AI, and Forecasting.
· Develop and optimize MLOps pipelines for model training, deployment, and monitoring with CI/CD best practices.
· Implement statistical, traditional ML, and deep learning models, ensuring accuracy, scalability, and robustness.
· Create time series and financial forecasting models for predictive analytics in business and finance use cases.
· Apply Generative AI methods (LLMs, RAG, LangChain, Hugging Face, Diffusion Models) to enterprise use cases.
· Optimize training and inference with GPU acceleration and CUDA where applicable.
· Ensure production-grade deployment with monitoring, drift detection, and retraining strategies.
· Collaborate with product managers, engineers, and stakeholders to align technical solutions with business outcomes.
· Stay updated with industry trends and bring innovative AI/ML solutions to customer engagements.
Required Qualifications
· Education: Bachelor's or Master's degree in Computer Science, Data Science, AI/ML, or related field.
· Experience: 3+ years of professional experience in end-to-end ML/AI solution delivery.
· Technical Expertise:
o Statistical models (hypothesis testing, regression, time series analysis).
o Traditional ML (SVM, decision trees, ensemble methods, clustering, recommendation systems).
o Deep Learning (CNNs, RNNs, LSTMs/GRUs, Transformers, GANs, Diffusion Models).
o Time Series & Financial Models (ARIMA, Prophet, advanced LSTM/GRU models, risk prediction).
o Generative AI (LLMs, RAG, LangChain, Hugging Face Transformers, OpenAI APIs).
· Proficiency in Python (NumPy, Pandas, Scikit-learn, Statsmodels, TensorFlow, PyTorch).
· Hands-on experience with MLOps tools (MLflow, Kubeflow, SageMaker, Vertex AI).
· Strong knowledge of CI/CD workflows (GitHub Actions, GitLab CI, Jenkins, Azure DevOps).
· Experience with cloud platforms (AWS, Azure, GCP) for ML deployment and scaling.
· Strong understanding of Docker, Kubernetes, and production deployment.
· Excellent communication and presentation skills to face customers confidently.
· Proven ability to translate customer requirements into POCs and production solutions..
Preferred/Bonus Skills
· Experience with GPUs, CUDA, and high-performance model training.
· Familiarity with real-time inference frameworks (TensorRT, Triton, TorchServe, FastAPI).
· Knowledge of feature stores (Feast, Tecton) and monitoring tools (Evidently, WhyLabs, Prometheus, Grafana).
· Exposure to financial services, supply chain, or enterprise AI domains.
· Track record of winning client trust through successful POCs and solution delivery.
· Contributions to open-source ML/AI projects.
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