Course Offerings

1. Machine Learning & AI Risk Certificate Program
   Format: Online - On-Demand
   The industry's first Machine Learning and AI Risk Certificate program geared towards the financial services industry.
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2. Just Enough Python for Data Science
   Format: Online - On-Demand
   Understand the core Python constructs needed to build scalable data science and machine learning applications.
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3. Machine Learning and AI for Financial Professionals
   Format: Online - On-Demand
   Learn how to build pragmatic AI and ML applications with case studies in finance.
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4. Model Risk Management For Machine Learning Models
   Format: Online - On-Demand
   Address key model risk management and validation challenges when deploying data science and machine learning models in the enterprise.
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5. The Risk in ML Models: Stress, Scenario Testing & Evaluation
   Format: Online - On-Demand
   Learn how to evaluate risk in machine models in this 6-week program geared towards practitioners.
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6. Algorithmic Auditing
   Format: Online - On-Demand
   Learn about how Algorithmic auditing best practices can be adopted within an organization.
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7. The FinTech Bootcamp: The 8 Facets of FinTech
   Format: Online - On-Demand
   Learn about the drivers and opportunities in Fintech as we move towards digital automation and online services.
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8. MATLAB for Finance
   Format: Online - On-Demand
   Learn how to build financial applications with MATLAB and various toolboxes.
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9. Anomaly Detection Workshop
   Format: Online - On-Demand
   Learn how to detect anomalies and outliers in cross-sectional and time series datasets using Data Science and ML techniques.
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10. Natural Language Processing Workshop
    Format: Online - On-Demand
    Understand key innovations in NLP and Neural Networks and how to build production-quality NLP applications.
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11. Deep Learning in Finance Workshop
    Format: Online - On-Demand
    Master deep-learning techniques and learn how to structure problems, design, build and test ML applications with Tensorflow, Keras and Pytorch.
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12. Stress testing in the age of Covid-19
    Format: Coming Soon
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13. Synthetic data generation
    Format: Coming Soon
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14. Privacy and Machine Learning in Finance
    Format: Coming Soon
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15. Machine Learning for Asset Managers
    Format: Coming Soon
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16. Responsible AI in Action Workshop
    Format: Coming Soon
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17. Explainable AI in Finance Workshop
    Format: Coming Soon
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18. Fundamentals of Deep Learning
    Format: Coming Soon
    Explore the fundamentals of deep learning by training neural networks and using results to improve performance and capabilities.
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19. Fundamentals of Accelerated Data Science with RAPIDS
    Format: Coming Soon
    Learn how to perform multiple analysis tasks on large datasets using RAPIDS, a collection of data science libraries that allows end-to-end GPU acceleration.
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20. Building Transformer-Based NLP Applications
    Format: Coming Soon
    Learn how to use Transformer-based natural language processing models for text classification tasks, such as categorizing documents.
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21. Engineering Machine Learning Systems
    Format: Coming Soon
    In this course, we will discuss key aspects of the machine learning life cycle and how to move machine learning models into production.
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