CS6101

University of Oxford

Here are the best resources to pass CS6101. Find CS6101 study guides, notes, assignments, and much more.

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Lecture notes

Oxford MSc AI for Business: Generative AI & LLMs – Complete 2026 Technical & Strategic Guide
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January 2026

2025/2026
Available in bundle
Master the cutting edge of 2026 AI! This Oxford MSc AI for Business series covers Generative AI and Large Language Models (LLMs). These notes break down the Transformer Architecture, the science of Fine-Tuning (LoRA/PEFT), and the industry-standard RAG (Retrieval-Augmented Generation) framework. Learn how to move beyond basic prompting to build Agentic Systems that automate entire business workflows. Includes practical "Governance Checklists" for LLM deployment and "Oxford Exam Focus...
STEPFURTHER
£6.09 More Info

Lecture notes

Oxford MSc AI for Business: Computer Vision Master Notes – CNNs, Segmentation & ViTs (2026)
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3

January 2026

2025/2026
Available in bundle
Empower your business with sight! These professional lecture notes from the Oxford MSc AI for Business cover the high-demand Computer Vision module. This guide explains the transition from pixel matrices to Convolutional Neural Networks (CNNs) and the latest Vision Transformers (ViTs). Learn the four pillars of CV—Classification, Detection, and Segmentation—and how they are applied in industries ranging from autonomous vehicles to healthcare. Includes technical definitions, "Oxford-style...
STEPFURTHER
£6.17 More Info

Lecture notes

UNIVERSITY OF OXFORD | MSC AI FOR BUSINESS MODULE: CLASSICAL MACHINE LEARNING (CML) (2026)
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4

January 2026

2025/2026
Available in bundle
Master the technical core of AI! This comprehensive study guide for the Oxford MSc AI for Business covers the "Classical Machine Learning" module in depth. It breaks down complex mathematical concepts like Linear vs. Logistic Regression, Decision Trees, and Ensemble Methods (Random Forest/XGBoost) into business-ready insights. Perfect for students and professionals, this guide includes technical formulas, performance metrics (Precision/Recall), and the Bias-Variance Tradeoff. Learn to build and ...
STEPFURTHER
£6.24 More Info

Lecture notes

UNIVERSITY OF OXFORD | MSC ARTIFICIAL INTELLIGENCE-FOUNDATIONS OF AI & MACHINE LEARNING (TERM 1)
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4

January 2026

2025/2026
Available in bundle
The Definitive Oxford CS6101 Teaching Guide. This document provides detailed lecture notes for the first term of the University of Oxford’s MSc in Artificial Intelligence. Covering everything from the mathematical formalization of Rational Agents and Gradient Descent to the revolutionary architecture of Transformers and LSTMs. Includes technical diagrams, "Oxford Exam Focus" callouts, and a comprehensive summary table. Ideal for Master's students, researchers, and professional AI deve...
STEPFURTHER
£6.54 More Info

Lecture notes

Oxford MSc AI for Business: Deep Neural Networks – Architectures & Backpropagation (2026)
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3

January 2026

2025/2026
Available in bundle
Unlock the secrets of Deep Learning! These elite lecture notes from the Oxford MSc AI for Business provide a comprehensive guide to Deep Neural Networks (DNN). This document simplifies high-level concepts like Multi-Layer Architectures, The Chain Rule, and Backpropagation for a business audience. Learn how neural networks learn, why "Deep" is better for complex data, and how to troubleshoot common issues like Vanishing Gradients and Overfitting. Perfect for students preparing for exams and...
STEPFURTHER
£6.32 More Info

Lecture notes

Oxford MSc AI for Business: Strategic Leadership & Transformation – 2026 Master Study Notes
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4

January 2026

2025/2026
Available in bundle
Unlock Board-Level AI Strategy! These comprehensive notes for the Oxford MSc AI for Business focus on the "Strategic Leadership in the Age of AI" module. Learn how to bridge the gap between technical AI capability and business value. This guide covers Value Creation Strategies, AI Maturity Models, Change Management, and ROI Analysis. Perfect for executives, managers, and Master's students, these notes provide the "Oxford View" on leading AI-driven change and building a competitive...
STEPFURTHER
£6.39 More Info

Lecture notes

Oxford MSc AI for Business: AI Governance & Ethical Frameworks – Complete 2026 Course Notes
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4

January 2026

2025/2026
Available in bundle
Master the complexities of AI Governance with this comprehensive study guide designed for the Oxford MSc AI for Business (CS6101/TM_JM9P1). This document provides a deep dive into 2026 Ethical Frameworks, the EU AI Act, NIST RMF, and ISO 42001. Perfect for business leaders and Master's students, it covers how to build a compliant AI policy, mitigate algorithmic bias, and handle the legal challenges of Generative AI. Includes summary tables, case studies, and exam-ready terminology.
STEPFURTHER
£6.39 More Info