Hey CQF Delegates January 25 Cohort Batch/CQF Exam June 25 cohort batch admission/MBA Ranadeb/BBA Ranadeb
CQF Exam Schedule for the June 2025 CQF Program
Exam Released Submission Deadline
Level 1Exam 1(Module 2)07 August 2025 21 August 2025
Level 1 Exam 2 (Module 3)11 September 202525 September 2025
Level 2 Exam 3(Module4/partially5) 07 October 2025 21October 2025
Level 2 Final Project 25 November 202520 January 2026
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Credit Spread for a Basket Product (CR)
Deep Learning for Financial Time Series (DL)
Pairs Trading Strategy Design & Back test (TS)
Portfolio Construction using Black-Litterman Model and Factors (PC)
Optimal Hedging with Advanced Greeks (DH)
Blending Ensemble for Classification (ML)
Algorithmic Trading for Reversion and Trend-Following (AL)
Deep Neural Networks for Solving High Dimensional PDEs (DN)
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Certificate in Quantitative Finance Final Project Brief
January 2025 Cohort
This document outlines topics available for this cohort. No other topics can be submitted. Each topic has by-step instructions to give you a structure (not limit) as to what and how to implement.
Marks earned will strongly depend on your coding of numerical techniques and presentation of how you explored and tested m,a quantitative model (report in PDF or HTML). Certain numerical methods are too involved or auxiliary to the model, for example, do not recode optimisation or RNs generation. Code adoption allowed if the code fully modified by yourself.
A capstone project requires own study and ability to work with documentation on packages that implement numerical methods in your coding environment e.g., Python, R, Matlab, C#, C++, Java. You do not need to pre-approve the coding language and use of libraries, including very specialised tools such as Scala, kdb+ and q. However, software like EViews is not coding.
To complete the project, you must code the model(s) and its numerical techniques form one topic from the below options and write an analytical report. If you continue from a previous cohort, please review topic description because tasks are regularly reviewed. It is not possible to submit past topics.
Credit Spread for a Basket Product (CR)
Deep Learning for Asset Prediction (DL)
Pairs Trading Strategy Design & Back test (TS)
Portfolio Construction using Black-Litterman Model and Factors (PC)
Optimal Hedging with Advanced Data Modelling (DH)
Blending Ensemble for Classification (ML)
Algorithmic Trading for Reversion and Trend-Following (AL)
Deep Neural Networks for Solving High Dimensional PDEs (DN)
Project Report and Submission
First recommendation: do not submit Python Notebook ’as is’ – there is work to be done to transform it into an analytical report. Remove printouts of large tables/output. Write up mathematical sections (with LaTeX markup). Write up analysis and comparison for results and stress-testing (or alike). Explain your plots. Think like a quant about the computational and statistical properties: convergence/accuracy/variance and bias. Make a table of the numerical techniques you coded/utilised.
Project Report must contain sufficient mathematical model(s), numerical methods and an adequate conclusiondiscussing pros and cons, further development.
There is no set number of pages. Some delegates prefer to present multiple plots on one page for comparability, others choose more narrative style.
It is optimal to save Python Notebook reports as HTML but do include a PDF with page numbers
– for markers to refer to.
Code must be submitted and working.
Submission date for the project is Thursday 21st August 2025, 23.59 BST
There is no extension time to Final Project.
Projects without a hand-signed declaration or working code are incomplete.
Failure to submit ONE report file and ONE zip file according to the naming instructions means such a project will miss an allocation for grading.
Coding for Quant Finance
Choose programming environment that has appropriate strengths and facilities to implement the topic (pricing model). Common choice is Python, Java, C++, R, Matlab. Exercise judgement as a quant: which language has libraries to allow you to code faster, validate easier.
Use of R/Matlab/Mathematica is encouraged. Often there a specific library in Matlab/R gives fast solution for specific models in robust covariance matrix/cointegration analysis tasks.
Project Brief give links to nice demonstrations in Matlab, and Webex sessions demonstrate Python notebooks {does not mean your project to be based on that ready code.
Python with pandas, matplotlib, sklearn, and tensorow forms a considerable challenge to Matlab, even for visualization. Matlab plots editor is clunky, and it is not that difficult to learn various plots in Python.
‘Scripted solution’ means the ready functionality from toolboxes and libraries is called, but the amount of own coding of numerical methods is minimal or non-existent. This particularly applies to Matlab/R.
Projects done using Excel spreadsheet functions only are not robust, notoriously slow and do not give understanding of the underlying numerical methods. CQF-supplied Excel spreadsheets are a starting point and help to validate results but coding of numerical techniques/use of industry code libraries is expected.
The aim of the project is to enable you to code numerical methods and develop model prototypes in a production environment. Spreadsheets-only or scripted solutions are below the expected standard for completion of the project.
What should I code? Delegates are expected to re-code numerical methods that are central to the model and exercise judgement in identifying them. Balanced use of libraries is at own discretion as a quant.
Produce a small table in report that lists methods you implemented/adjusted. If using ready functions/borrowed code for a technique, indicate this and describe the limitations of numerical method implemented in that code/standard library.
It is up to delegates to develop their own test cases, sensibility checks and validation. It is normal to observe irregularities when the model is implemented on real life data. If in doubt, reflect on the issue in the project report.
The code must be thoroughly tested and well-documented: each function must be described, and comments must be used. Provide instructions on how to run the code.
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