コース概要
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
要求
- An understanding of finance (securities, derivatives, etc.)
- A general understanding of probability and statistics
- Elementary differential and integral calculus
お客様の声 (5)
Experience of the trainer and his way of conveying the content
Roggli Marc - Bechtle Schweiz AG
コース - FinOps
私たちのプロジェクトで使用しているデータ(ラスター形式の衛星画像)とより類似したデータを使用して、より実践的な演習を行えること
Matthieu - CS Group
コース - Scaling Data Analysis with Python and Dask
Machine Translated
Very good preparation and expertise of a trainer, perfect communication in English. The course was practical (exercises + sharing examples of use cases)
Monika - Procter & Gamble Polska Sp. z o.o.
コース - Developing APIs with Python and FastAPI
個人的なサービスと私のニーズに合わせた
ANN - New Vitality Clinic
コース - GnuCash for Business Accounting
Machine Translated
Trainer develops training based on participant's pace