Harvey

To specialize in AI engineering, consider the following key components and training pathways: ### Educational Foundation - **Bachelor's Degree**: Typically in Computer Science, Data Science, Mathematics, or related fields. Provides essential skills in programming, data structures, algorithms, and statistics. - **Master's Degree** (optional): In Artificial Intelligence, Machine Learning, or related fields. Enhances career prospects and provides deeper expertise in advanced AI techniques. ### Programming Skills - Proficiency in languages such as Python, Java, C++, and R. - Focus on Python due to its extensive AI and machine learning libraries (e.g., TensorFlow, PyTorch, scikit-learn). ### AI and Machine Learning Concepts - Master fundamentals of machine learning and deep learning: - Supervised and unsupervised learning - Neural networks, CNNs, RNNs - Natural language processing (NLP) - Computer vision - Reinforcement learning - Probabilistic models ### Practical Experience and Projects - Gain hands-on experience through labs and projects applying AI techniques to real-world problems. - Work with industry-standard tools and libraries like SciPy, ScikitLearn, Keras, PyTorch, and TensorFlow. - Participate in internships, coding competitions, or contribute to open-source projects. ### Specialized Training and Certifications - Enroll in programs like the IBM AI Engineering Professional Certificate on Coursera. - Consider cloud-specific certifications like AWS Certified Machine Learning or Microsoft Certified: Azure AI Engineer Associate. ### Mathematical and Statistical Foundations - Ensure a strong foundation in linear algebra, probability, and statistics. ### Continuous Learning - Stay updated with the latest AI trends and technologies. - Engage with AI communities, follow industry leaders, and participate in workshops. By combining these elements, you can build a robust foundation in AI engineering, enhancing your technical and practical skills to succeed in this rapidly evolving field.

AuditBoard is a comprehensive cloud-based platform designed to streamline and enhance audit, risk, and compliance processes for enterprises. Here are the key features and benefits of using AuditBoard: ### Integrated GRC Platform AuditBoard offers a fully integrated Governance, Risk, and Compliance (GRC) suite with solutions for audit management, compliance, risk management, and more. ### Automation and Workflow Management The platform automates various audit activities, procedures, and reporting. It includes built-in workflows for fieldwork, testing, and review, centralizing documentation management and automating stakeholder follow-ups. ### Resource Planning and Team Management AuditBoard streamlines staffing decisions, aligning skills to audit activities and enabling resource scheduling across internal control and non-internal control projects. ### Risk Assessment and Management The platform enhances risk assessment capabilities, including Entity Risk Assessments and Risk and Control Self-Assessments (RCSA), allowing quick assessment of IT assets and risk calculation based on various criteria. ### Compliance and SOX Assurance AuditBoard supports compliance audits and SOX assurance with standardized issue identification, follow-up, and reporting. It offers audit program templates and the ability to clone audits for recurring plans. ### Analytics and Reporting The platform provides real-time insights through visual dashboards and reports, enabling strategic decisions on risks, resources, and audit results. It includes native, no-code audit analytics solutions and integrations with best-of-breed analytic applications. ### AI and Automation AuditBoard has introduced AI capabilities incorporating generative AI, machine learning, and natural language processing to enhance audit, risk, and compliance programs, offering intelligent recommendations and automated evidence collection. ### Collaboration and Stakeholder Engagement The platform facilitates collaboration through features like Microsoft Teams integration for automated notifications and enhanced annotation functionality. ### ESG and IT Security AuditBoard helps streamline ESG programs and automates IT risk and compliance management, maintaining system security through effective IT audits. ### Customer Recognition Trusted by more than 50% of Fortune 500 companies, AuditBoard is recognized for its user experience, time savings, ease of collaboration, and robust reporting capabilities. In summary, AuditBoard integrates various aspects of audit, risk, and compliance management, offering automation, advanced analytics, and collaborative features to enhance the efficiency and effectiveness of these processes.

Brickken is a decentralized platform specializing in the tokenization of real-world assets (RWAs) using blockchain technology. Founded in July 2020 and headquartered in Barcelona, Spain, Brickken has quickly established itself as a key player in the asset tokenization market. ### Core Functionality Brickken's primary focus is on asset tokenization, enabling businesses and individuals to create, sell, and manage digital assets. This includes tokenizing various types of assets such as real estate, startups, venture capital, equity, and debt. ### Key Features 1. **Decentralized Platform**: Operates within a Web3 ecosystem, ensuring transparency and security through blockchain technology. 2. **Asset Tokenization**: Allows division of tangible and intangible assets into smaller pieces represented by tokens, providing proportional ownership and related rights to investors. 3. **Security Token Offerings (STOs)**: Facilitates the issuance of compliant security tokens representing ownership in real-world assets. 4. **Smart Contracts and Escrow**: Utilizes ERC20 BKN Utility Tokens and deploys smart contracts, including escrow contracts, to ensure secure and compliant issuance processes. 5. **Decentralized Management System**: Supports Decentralized Autonomous Organizations (DAOs) with on-chain management tools, enabling customizable blockchain operations and decision-making processes. 6. **Tokenomics and Governance**: Integrates BKN token for service payments, governance participation, staking, and accessing platform features. ### Operations and Tools - **Token Suite**: An all-in-one solution for creating, selling, and managing digital assets. - **Investor Engagement**: Provides dedicated portal for investors to access investment details and documents. - **Automated Compliance**: Ensures adherence to regulatory requirements and handles complex governance clauses. ### Role in RWA Tokenization Ecosystem Brickken serves as a bridge between asset owners and investors, enabling broader market access and fractional ownership in valuable assets. It also streamlines the management of venture capital investments and investment funds through asset tokenization. ### Funding and Recognition Brickken has raised a total of $2.37 million and has been recognized as a key player in the tokenization market. It has also been selected to participate in the European Blockchain and Distributed Ledger Technologies (DLT) Regulatory Sandbox.

Atropos Health is a pioneering company in healthcare and life sciences, specializing in translating real-world clinical data into personalized real-world evidence (RWE) to improve clinical outcomes, accelerate research, and enhance operational efficiency. Key Features and Technologies: 1. GENEVA OS™: A Generative Evidence Acceleration Operating System that securely installs on medical data, structuring it for use by clinicians, researchers, and data scientists. It enables rapid generation of high-quality, publication-grade real-world evidence. 2. Atropos Evidence™ Network: Provides access to de-identified records of approximately 200 million global patients, allowing organizations to run queries and generate evidence quickly. It includes the Alexandria™ library, containing over 10,000 past studies across more than 40 clinical specialties. 3. ChatRWD™ and Green Button™ Informatics Consult Service: Tools that allow users to ask clinical questions and receive evidence-based answers in minutes, facilitated by a chat-based AI co-pilot and supported by medical experts. Mission and Impact: Atropos Health aims to address the "evidence gap" in healthcare, particularly for patients with multiple comorbidities or from understudied groups. By democratizing access to high-quality RWE, the company seeks to personalize clinical decisions, optimize care protocols, and conduct population health studies more effectively. Applications and Benefits: 1. Precision Medicine: Enhances precision medicine programs by providing personalized insights for diagnosis, treatment selection, and care management. 2. Clinical Decision-Making: Accelerates appropriate clinical decision-making, driving high-value, low-cost care tailored to individual patient physiology. 3. Research and Development: Expedites research by generating novel retrospective observational studies in response to clinical questions, reducing time from months to minutes. 4. Cost Savings and Efficiency: Helps health systems reduce healthcare costs through optimized care protocols, lower research costs, and improved patient outcomes. Partnerships and Funding: Atropos Health has received significant funding, including a $33 million Series B round led by Valtruis. The company has strategic partnerships with health systems like Mayo Clinic, and life sciences companies such as Janssen and Novartis. Founding and Leadership: Founded in 2019 by Brigham Hyde, Ph.D., Nigam Shah, MBBS, Ph.D., and Saurabh Gombar, M.D., Ph.D., who are leaders in AI and real-world evidence research in healthcare. The company is headquartered in Palo Alto, CA, and has a strong advisory board of healthcare leaders.