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Financial Markets for Python Developers

Connect existing Python skills with the financial concepts needed to analyse markets.

Prerequisite
Basic Python proficiency: functions, lists and dictionaries, and installing packages. No finance background needed.
Level
Beginner
Includes
Quantfolio
Format
Live online · 1:1 or group
Schedule & fee
Agreed on your intro call

Is this for you?

Developers who are comfortable in Python but new to financial markets.

Code runs, but results are wrong because of misunderstood returns, time zones, missing data or corporate actions.

What you’ll be able to do

  • Describe how equities, forex, futures and crypto assets are quoted and traded.
  • Calculate simple and log returns correctly and know when to use each.
  • Explain order types, the bid–ask spread and liquidity.
  • Clean market data: missing values, outliers, time zones and trading calendars (PSX, international exchanges, and 24/7 crypto markets).

Modules

  1. Instruments and quotes
  2. Returns done right
  3. Orders, spreads and liquidity
  4. Getting and cleaning data
  5. Time zones and calendars
  6. Corporate actions
  7. Data-quality reporting

The outline can be tailored to your goals.

Your project

A reusable analysis notebook and data-quality report.

  • Analysis notebook with reusable functions
  • Data-quality report for a multi-market dataset

Tools & data

  • Python
  • pandas
  • NumPy
  • Matplotlib
  • Jupyter
  • Quantfolio

PSX share prices and the KSE-100 index · International equities, forex pairs including USD/PKR, and a major cryptocurrency

Questions

I have never traded. Is that a problem?

No. The course assumes no trading or finance experience.

Which Python version and libraries are used?

Current Python 3 with pandas, NumPy and Matplotlib in Jupyter. Exact versions will be listed with the course materials.

How is it taught, and what does it cost?

Live online, one-on-one or in a small group. Schedule and fee are agreed with you on a free intro call.

Will this course guarantee trading results?

No. It builds knowledge and skills. It does not guarantee profits.

Build the skills to research markets independently.

Talk to us for free. We'll help you choose the right path and give you a preview of Quantfolio.