Rana W.

I specialize in developing advanced machine learning algorithms, predictive models, and data-driven applications that elevate business performance. With over a decade of experience, I’ve helped startups and global enterprises unlock the power of AI to achieve tangible results. I lead AI projects focusing on Generative AI and machine learning algorithms, driving forward-thinking solutions. My leadership has consistently delivered impactful outcomes, enhancing efficiency and innovation. Most agent projects break in the same few places: the model acts without a check, retrieval returns the wrong passage, or one provider outage takes everything down. I design around those from day one. In my trading agent the LLM can only propose, and a deterministic risk engine is the only thing allowed to place an order (about 470 tests, verified against a live exchange testnet). In my document review service for AI agents, an MCP server with 20 tools lets Claude Code run a human approval loop end to end. What I Bring to the Table: • Expertise in Machine Learning & AI: Deep learning, NLP, computer vision, Generative AI • Proficient Programming Skills: Python, R, Java, C++ • Advanced Frameworks Knowledge: TensorFlow, PyTorch, Scikit-Learn, Keras • Cloud Platform Experience: AWS, Google Cloud, Azure • Industry Certifications: • AWS Certified Machine Learning • Google Professional Machine Learning Engineer • Deep Learning Specializations • Diverse Industry Experience: Healthcare, Finance, E-commerce, Technology CREDENTIALS - AWS Certified Machine Learning - Google Professional Machine Learning Engineer - Deep Learning specializations - MSc in Generative AI, University of Exeter INDUSTRIES Healthcare, Finance, E-commerce and Technology. BACKGROUND 12+ years building software, including leading engineering teams at Afiniti and building contact-center applications at Expertflow. My MSc dissertation at Exeter looks at when LLMs know what they don't know, which is why I take hallucination and RAG evaluation seriously in client work. Let’s Bring Your AI Vision to Life I’m excited to collaborate on projects that challenge norms and push technological boundaries. Whether you’re looking to develop a new AI application or enhance existing systems, I’m here to help you achieve your goals.