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Course Outline
Introduction
Setting up the Development Environment
- Programming locally vs online: Anaconda and Jupyter
Python Programming Fundamentals
- Control structures, data types, functions, data structures and operators
Extending Python's Capabilities
- Modules and Packages
Your first Python Application
- Estimating beginning and ending dates and times
Accessing External Data with Python
- Importing and exporting, reading and writing CSV data
- Accessing data in an SQL database
Organizing Data Using Arrays and Vectors in Python
- NumPy and vectorized functions
Visualizing Data with Python
- Matplotlib for 2D and 3D plotting, pyplot, and SciPy
Analyzing Data with Python
- Data analysis with scipy.stats and pandas
- Importing and exporting financial data (Excel, website data, etc.)
Simulating Asset Price Trajectories
- Monte Carlo simulation
Asset Allocation and Portfolio Optimization
- Performing capital allocation, asset allocation, and risk assessment
Risk Analysis and Investment Performance
- Defining and solving portfolio optimization problems
Fixed-Income Analysis and Option Pricing
- Performing fixed-income analysis and option pricing
Financial Time Series Analysis
- Analyzing time series data in financial markets
Taking Your Python Application into Production
- Integrating your application with Excel and other web applications
Application Performance
- Optimizing your application
- Parallel Computing and Multiprocessing
Troubleshooting
Closing Remarks
Requirements
- An understanding of finance (securities, derivatives, etc.)
- A general understanding of probability and statistics
- Elementary differential and integral calculus
35 Hours
Testimonials (3)
Examples/exercices perfectly adapted to our domain
Luc - CS Group
Course - Scaling Data Analysis with Python and Dask
The trainer was very available to answer all te kind of question I did
Caterina - Stamtech
Course - Developing APIs with Python and FastAPI
It was a though course as we had to cover a lot in a short time frame. Our trainer knew a lot about the subject and delivered the content to address our requirements. It was lots of content to learn but our trainer was helpful and encouraging. He answered all our questions with good detail and we feel that we learned a lot. Exercises were well prepared and tasks were tailored accordingly to our needs. I enjoyed this course
