Example Applications:• Clients in financial compliance, business intelligence, education, various startups• Pipelines for classification, LLM fine-tuning, RAG, multi-GPU training• Data personalization platform connecting user data to third party services via OAuth, update user data with LLM call trees, RAG, agents with tool use, privacy-preserving personalization features.• BERT/encoder models for NER, classification, question answering, multilingual, etc.• Advising strategy, roadmap, cost/benefit, data. Emphasis on clearly translating business requirements and rapid prototyping for validation. Example Research:• Implementing and modifying state of the art research in deep learning and LLMs• Novel architecture and experimental validation for multi-token prediction, adaptive softmax, learned residual connections, SSM variant, cross-attending token and byte streams • Simulations over LLM arena preference data demonstrating a superior ranking evaluation method• Presenting at research webinars: long context/sparse attention, quantization, LoRA, post-training, prompt-based learning, inference methods, deep dive recent LLM development, papers, etc.

TransparINT is a search platform for negative news. I built the platform's NLP tools used to improve search results aggregated from major search engines and government records. Search ranking, classification, topic modeling and tagging, de-duplication, knowledge base population, relation extraction, and event resolution. Python, Tensorflow, Snorkel, scikit-learn, spaCy.*Acquired by Steele, acquired by Diligent

Nearist's custom hardware performs similarity search faster than anything else on the market. I primarily work on research and benchmarking: distance metrics, vector quantization, embedding schemes, data distribution transforms. Also some software development, documentation, and some business development.

Moved in-house as full-time project manager for Lazard Global Digital Group, reporting to group head. Variety of projects and responsibilities. lazard.com and intranet.• Vendor management• Coordinating with senior management across departments• Internal sales and budgeting support• Project scope and negotiation• Site maintenance and change requests

Digital products, teams of 5-10 across user experience, design, development, content strategy, product management, etc.Clients include American Express, Lazard, Estee Lauder, Elsevier, IHS.• Project planning, estimates, scope• Design, prototyping, end-to-end web development projects• Product strategy and development• Negotiating contracts, managing budget• Ran AMER resourcing with PMs and regional heads • Coordinating internal resources and 3rd party vendors/contractors• Complex backend integrations • Managing quality assurance teams and process

Variety of commercial responsibilities.• Lead generation and research• Competitive analysis, product strategy• Writing contracts• All stages of RFP process, sales decks, pitches• Created and ran lead gen program with all GMs• Email marketing, outreach, event coordination• CRM management, pipeline reporting and management

• Aided team led by Jane Friedman – a former Harper Collins CEO – in business development research and market strategy to effectively corner emerging e-book market • Created new business models to court core demographics and acquire brand name recognition against established competitors• Improved client relationships through design of author and key client PowerPoint presentations• Managed data and descriptive copy on 200+ new and old prints in title management system