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Machine Learning & AI

Machine Learning & AI

Explore the fundamentals of machine learning and AI, including supervised and unsupervised learning, deep learning, and practical applications in banking and financial services.
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Responsible Fred Manu
Last Update 27/06/2025
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Intermediate
Model Evaluation and Performance Metrics.pptx
Model Evaluation and Performance Metrics.pptx
Master evaluation methods like accuracy, precision, recall, and ROC curves to assess and improve model performance.
Artificial Intelligence & Machine Learning(Unsupervised)
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Course Introduction.pptx
Course Introduction.pptx
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Start with an overview of unsupervised learning and its role in uncovering hidden patterns in financial datasets.
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Dimensionality Reduction Techniques in Finance.pptx
Dimensionality Reduction Techniques in Finance.pptx
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Learn techniques such as PCA and t-SNE to reduce data complexity and improve model efficiency in financial analysis.
machine learning
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Introduction to Unsupervised Learning.pptx
Introduction to Unsupervised Learning.pptx
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Understand key unsupervised learning methods like clustering and association, and their applications in finance.
machine learning
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Artificial Intelligence & Machine Learning(Supervised)
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Model Evaluation and Performance Metrics.pptx
Model Evaluation and Performance Metrics.pptx
Preview
Master evaluation methods like accuracy, precision, recall, and ROC curves to assess and improve model performance.
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Course Introduction.pptx
Course Introduction.pptx
Preview
Begin with an overview of supervised learning and its significance in predictive analytics within finance.
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Supervised Learning Knowledge Check.pptx
Supervised Learning Knowledge Check.pptx
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Test your knowledge
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Deep Learning
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Convolutional Neural Networks (CNNs).pptx
Convolutional Neural Networks (CNNs).pptx
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Explore CNN architectures and their applications in image processing, pattern recognition, and financial data analysis.
machine learning
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Course Introduction.pptx
Course Introduction.pptx
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Begin with an overview of deep learning and its transformative impact on data analysis and financial technology.
machine learning
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Model Evaluation Metrics for Deep Learning.pptx
Model Evaluation Metrics for Deep Learning.pptx
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Understand how to evaluate deep learning models using metrics such as accuracy, precision, recall, F1 score, and confusion matrices.
machine learning
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AI & ML Applications in Banking
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Personalisation and Client Insights.pptx
Personalisation and Client Insights.pptx
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Discover how machine learning enables tailored financial products and actionable client insights for better engagement.
machine learning
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Course Introduction.pptx
Course Introduction.pptx
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Begin with an overview of AI and machine learning technologies transforming the banking sector.
machine learning
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Credit Scoring and Loan Underwriting.pptx
Credit Scoring and Loan Underwriting.pptx
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Understand AI models used for credit risk assessment, improving accuracy in loan approval processes.
machine learning
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