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)
講師の経験と内容の伝達方法
Roggli Marc - Bechtle Schweiz AG
コース - FinOps
機械翻訳
より実践的な演習を多く行い、私たちのプロジェクトで使用するデータ(ラスター形式の衛星画像)に近いデータを使用すること
Matthieu - CS Group
コース - Scaling Data Analysis with Python and Dask
機械翻訳
トレーナーの非常に良い準備と専門知識、英語での完璧なコミュニケーション。コースは実践的でした(演習 + 使用例の共有)
Monika - Procter & Gamble Polska Sp. z o.o.
コース - Developing APIs with Python and FastAPI
機械翻訳
個人向けのサービスで、私のニーズに合わせています
ANN - New Vitality Clinic
コース - GnuCash for Business Accounting
機械翻訳
トレーナーは参加者のペースに基づいて訓練を展開します
Farris Chua
コース - Data Analysis in Python using Pandas and Numpy
機械翻訳