Ananay K.Private profile: Upwork shows its earnings only to signed-in members, so we check it every few weeks, not daily. MRR here is a rough estimate (Upwork's six-month earnings ÷ months active). Last read Sep 23, 2026.

As a Machine Learning Engineer, I specialize in the end-to-end lifecycle of AI solutions, from model conception and training to scalable deployment on cloud infrastructure. My core expertise is in architecting robust MLOps pipelines and developing high-performance deep learning models for complex data challenges. I focus on building production-grade systems that are not only accurate but also maintainable and efficient. My experience spans custom model development, intelligent document processing, and the implementation of modern LLM-based systems. Areas of Expertise: - Cloud-Native MLOps: Design and implementation of automated training, validation, and deployment pipelines on Google Cloud Platform (GCP) and AWS. - Custom Deep Learning Models: Development of classifiers and predictive models using frameworks like TensorFlow and PyTorch for computer vision and time-series analysis. - Intelligent Document Processing (IDP): Fine-tuning and deploying custom document extractors using Google Document AI for automated data extraction from unstructured sources. - LLM & Generative AI Systems: Implementation of Retrieval-Augmented Generation (RAG) pipelines and agentic workflows using Langgraph, Autogen, and open-source models (LLAMA2). - Data Simulation & Synthesis: Generation of synthetic datasets using simulation software (e.g., GPRMax) to train models in data-scarce environments. Technical Stack: - Cloud: GCP (Vertex AI, Document AI, Cloud Run, AutoML), AWS (SageMaker, S3, EC2, Textract) - Frameworks & Libraries: TensorFlow, PyTorch, Scikit-learn, Pandas, NumPy - LLM & Agents: Langgraph, Autogen, Langflow, RAG - Tools & Databases: Python, SQL, Docker, Streamlit, Git I am committed to delivering high-quality, maintainable, and scalable machine learning systems. As a proactive engineer, I take full ownership of the project lifecycle and am adept at leading development efforts to ensure technical goals are met on time and to the highest standard. Please feel free to reach out to discuss the requirements of your project.