In this course, you will gain a thorough understanding of the blockchain and distributed ledger technologies, including an introduction to the necessary foundations in cryptography. The course will discuss blockchain as a distributed ledger and introduce distributed consensus as a mechanism to maintain the integrity of the blockchain. The other revolutionary technologies that are changing the world as we speak are artificial intelligence and machine learning. You will learn about the three major types of AI algorithms: supervised and unsupervised machine learning, as well as reinforcement learning.
You will learn about the application of blockchain outside of finance. In particular, how blockchain fundamentally changes the way we deal with our personal data. You will see how the web 2.0 model--where big companies like facebook and google collect as much of your personal data as possible to sell it to third parties--is coming to an end. The new web 3.0 is decentralized and uses the power of the blockchain to put users in full control over their own data. Finally, we will look at the benefits and considerations of blockchain and whether blockchain is the right solution for your problem.
#UCTFintech
Université du Cap
Programme du cours : ce que vous apprendrez dans ce cours
Semaine
13 heures pour terminer
Cryptographic foundations of the blockchain
This week looks at the plumbing of current and future financial systems. Firstly we will look at our current financial infrastructure and how it facilitates the safe and efficient functioning of the financial system. We will also look at how our current infrastructure falls short and why this is an opportunity for fintech companies. We start with what banks and other financial intermediaries are, and why we regulate them. Then we will talk about how our financial infrastructure connects financial intermediaries and ensures that they can trade with one another. Secondly this week, we turn to the plumbing of the financial system of the future, which can be summarized in one word really, blockchain. Before going into details about how exactly the blockchain works, it makes sense to talk about how blockchain will disrupt our existing financial system. It's then time to take a deep dive into the cryptographic foundations of the blockchain. We will talk about public private key cryptography and explain exactly why cryptography makes the blockchain so secure. We end off the week with a complete overview of the data structures used in almost all blockchains. This will give you a thorough understanding of the innermost workings of the blockchain. Equipped with these tools, we can then take on the remainder of the course.
10 vidéos (Total 46 min), 2 lectures, 4 quiz
10 vidéos
What Excites You About Blockchain?3 min
Introduction to week 12 min
Financial Markets Today: Financial Intermediation4 min
Financial Market Infrastructures5 min
How blockchain can change the financial system6 min
A blockchain-based startup: Proof of Steak4 min
Public Key Cryptography8 min
Hash Functions - Five Properties4 min
Merkle Trees5 min
2 lectures
How the course works5 min
Week 1 Resources10 min
3 exercices pour s'entraîner
Changing the financial system
Foundations of blockchain10 min
Week 1 Graded Quiz
Semaine
21 heure pour terminer
Mastering the blockchain technology
Welcome to the second week of our course. This is the week where it gets real. We will finally have all the ingredients we need to fully grasp what the blockchain is. We start the week off by explaining single and double entry bookkeeping. It's important to understand why double entry bookkeeping improved the integrity of ledges in Italy in the 14th century, to truly appreciate how novel and revolutionary the blockchain is. For hundreds of years, double-entry bookkeeping was the method of choice when it comes to financial accounting. In double-entry bookkeeping, the two parties in a transaction each update their books, which provides some security against fraudulent actors. With the emergence of the distributed ledger technology and the blockchain however, we have seen a fundamental paradigm shift in accounting. The accounting perspective is very useful when we want to understand the blockchain as a distributed ledger. Distributed ledger is shared among a number of counterparties who want to transact with one another. A blockchain collects a number of transactions in the block, and through clever combination of cryptography and incentive schemes, ensures that these blocks cannot be altered. Each block contains a reference to the previous block, which is how a chain of blocks turns into a blockchain. We will discuss the different consensus mechanisms and cover both proof of work and proof-of-stake in detail. You will understand both the theory behind them and how they are applied in different block chains. This is an exciting week so let's get started.
9 vidéos (Total 44 min), 1 lecture, 2 quiz
9 vidéos
Single- and double-entry bookkeeping3 min
In conversation: How will blockchain disrupt banks?6 min
What is a blockchain?3 min
From blocks to blockchain7 min
Distributed consensus4 min
Consensus Mechanisms overview5 min
Consensus Mechanism: Proof Of Work6 min
Consensus Mechanism: Proof of Stake3 min
1 lecture
Week 2 Resources10 min
2 exercices pour s'entraîner
Distributed consensus6 min
Week 2 Graded Quiz
Semaine
31 heure pour terminer
How Artificial Intelligence Changes Data Analytics
Welcome to the third week of our course. This week we will explore more technology that is also disrupting the financial services industry, specifically artificial intelligence or AI. We will actually get our hands dirty and cover the three streams of AI, supervised and unsupervised machine learning, as well as reinforcement learning. All three methods are widely used in the financial services industry already, and we kick the week off by giving you a bird's-eye view of the possible applications of AI in finance. Then we turn to unsupervised machine learning, which is mainly used to cluster large amounts of high dimensional and unstructured data. This has many applications in the financial services industry. Once we have covered unsupervised learning, we then dive into supervised machine learning, which is a brilliant way to classify large amounts of data. A supervised machine learning algorithm must be trained on the training data set, which is often historical data. Once properly trained, the algorithm can then correctly classify patterns in new data, which is why supervised machine learning is so powerful. The idea of training data is then taken one step further in reinforcement learning, where algorithms learn from their interactions with the environment just like a human would. Reinforcement learning is an immensely powerful tool, and many big Wall Street firms are heavily investing into AI trading algorithms that really use reinforcement learning at their heart. Once we have all this heavy material covered, it's time to treat ourselves. So, at the end of this week, you will meet a number of guest lecturers from the financial services industry who will explain to you how their companies are successfully using AI in their business. This is a big week, where we look beyond the blockchain and to the second big pillar of the Fintech revolution, AI and machine learning.
10 vidéos (Total 60 min), 1 lecture, 2 quiz
10 vidéos
What is artificial intelligence? - A bird's eye view5 min
Artificial Intelligence in Banks3 min
Unsupervised learning - Agglomerative clustering7 min
Unsupervised learning - Partitional clustering6 min
Supervised learning4 min
Supervised learning - Classification and Regression6 min
Reinforcement learning6 min
Aunnie Patton Power: Artificial Intelligence in Impacting Investing6 min
Benji Meltzer: Aerobotics - Using Artificial Intelligence for tree crop protection10 min
1 lecture
Week 3 Resources10 min
2 exercices pour s'entraîner
Machine learning14 min
Week 3 Graded Quiz
Semaine
44 heures pour terminer
Preparing your company for the fintech revolution
Welcome to the fourth week of our course. So, this week, we turn to applications of the blockchain outside of the traditional financial services industry. Since this is a course on FinTech, we will still focus on applications that have ties either with payment services or other financial services. But the main applications are really outside of finance. The first such application is the new architecture of the Internet, the Web 3.0. The current Internet paradigm, the Web 2.0 is built on uses handing that data to large corporations like Facebook or Twitter, and exchange for free services. But as we've seen with a fake news scandal around the 2016 US presidential election and the Brexit referendum, this business model comes with its disadvantages. The biggest disadvantage is privacy. Once a user post his personal data to for example a social media website, he has no longer control over the data. This is where the blockchain comes in. With a blockchain, is possible to give uses ownership of their data to ensure that they have full control over their personal sensitive information. So, this week, you will learn how the blockchain changes at prevailing Web 2.0 business model, and provides endless possibilities for truly decentralized Internet. We will then talk about possible drawbacks to blockchains, and when it is appropriate to use a blockchain and when it is not. There is as much to do for us this week. So, let's dive right in.
8 vidéos (Total 51 min), 3 lectures, 2 quiz
8 vidéos
Web 3.0 - from client-server architecture to distributed applications8 min
Blockchain benefits6 min
Blockchain considerations7 min
Blockchain outside finance: supply chain solutions5 min
Custos Media Technologies - Fighting piracy using blockchain13 min
Do you need blockchain?4 min
Custos Media Technologies - Do you need blockchain?3 min
3 lectures
Case studies: Non-financial application of blockchain10 min
When or when not to use blockchain10 min
Week 4 Resources10 min
1 exercice pour s'entraîner
Blockchain and technology choices18 min
Enseignant
Co-Pierre Georg
Associate ProfessorAIFMRM
À propos de Université du Cap
The University of Cape Town is the oldest university in South Africa and is one of the leading research universities on the African continent. UCT has over 25 000 students, of whom 30% are postgraduate students. We offer degrees in six faculties: Commerce, Engineering & the Built Environment, Health Sciences, Humanities, Law, and Science. We pride ourself on our diverse student body, which reflects the many cultures and backgrounds of the region. We welcome international students and are currently home to thousands of international students from over 100 countries. UCT has a tradition of academic excellence that is respected world-wide and is privileged to have more than 30 A-rated researchers on our staff, all of whom are recognised as world leaders in their field. Our aim is to ensure that our research contributes to the public good through sharing knowledge for the benefit of society. Past students include five Nobel Laureates – Max Theiler, Alan Cormack, Sir Aaron Klug, Ralph Bunche and, most recently, J M Coetzee.
Foire Aux Questions
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