Brilliant course! The structure was intuitive and the actionable insights are invaluable. Highly recommend.
Trading Algorithms: Foundations of Data-Driven Market Strategies
Master the fundamentals of algorithmic trading by analyzing market momentum, behavioral patterns, and financial data to develop systematic investment strategies.
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About this course
Course contents
5 modules · 25 lessons · 2h 55m
1
Foundations of Systematic Trading
Understand market basics and the logic behind algorithms.
- Welcome to the World of Algorithmic Trading
Introduction to course objectives and the systematic trader's mindset.6 min - What is a Trading Algorithm?
Definition of algorithmic trading and differences from manual trading.7 min - The Trader's Glossary
Explanation of essential terminology: spread, order book, slippage, and liquidity.7 min - Market Microstructure
How trades work at a granular level and why it is fundamental for algorithms.8 min - The Logic of Systematicity
Why following rigid rules beats intuition in the long run.6 min
2
Price-Based Strategies
Learn to identify and exploit price movements.
- Identifying the Trend
Methods for determining if a market is in a bullish, bearish, or sideways phase.7 min - The Power of Momentum
Exploiting the persistence of price movements to ride the wave.8 min - Mean Reversion: Price Reversal
Understanding when a price has deviated too far from its mean and is likely to return.8 min - Extracting Signals from Historical Data
How to transform a price series into a buy or sell signal.7 min - Exercise: Your First Price Rule
Creating a simple logic based on the combination of trend and momentum.6 min
3
Fundamental Data and Research
Integrate corporate health and financial theory into the strategy.
- Reading Academic Research
How to extract actionable ideas from financial papers without being a mathematician.8 min - Corporate Growth Analysis
Using growth rates to filter investment opportunities.7 min - Earnings Quality
Distinguishing between real profits and accounting manipulations to reduce risk.7 min - From Insight to Model
Translating a qualitative idea (e.g., 'this company is growing well') into a numerical parameter.7 min - Bridging Theory and Practice
Examples of how famous theories become successful algorithms.6 min
4
Sentiment and Market Behavior
Anticipate markets by analyzing human irrationality and news.
- Common Behavioral Biases
How greed and fear create inefficiencies exploitable by algorithms.7 min - Anticipating Movements
Using psychological data to predict mass reversals.7 min - Introduction to Textual Analysis
What sentiment analysis is and how it applies to financial news.8 min - Interpreting News Sentiment
Systematically understanding whether news will have a positive or negative impact.7 min - Integrating Qualitative Data
Combining price signals with sentiment for a hybrid strategy.6 min
5
Backtesting and Validation
Test the robustness of the logic before going to market.
- The Pillars of Backtesting
How to correctly simulate your strategy on past data.8 min - Performance Metrics
Beyond profit: Sharpe Ratio, Drawdown, and Win Rate.7 min - Backtesting Pitfalls
Avoiding overfitting and look-ahead bias that make tests falsely positive.7 min - Refining the Logic
Iterative process to improve results based on test data.7 min - Moving Toward Live Trading
Final checks and psychological considerations for execution.6 min
Final Project: Your Hybrid Model
Create the complete logic of a trading strategy that combines a price signal (momentum or reversal) with a fundamental filter (earnings quality) or behavioral filter (sentiment).
What you'll get
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Certificate of completion
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Personal AI tutor
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Short & focused
2h 55m of practical content
Certificate of completion
Every course you complete on PickAClass issues a credential like this — original, with its own code, verifiable by URL, and detailed about what was actually demonstrated.
Reviews (3)
Loved the clear explanations and the variety of examples. This course is incredibly valuable and applicable.
Good foundational material. I liked the mix of theory and practice, though a couple of the examples could have been clearer. Overall a positive experience.
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Frequently asked
What do I need to take this course? +
Just a phone or computer with internet. No installs, no special hardware.
How do I pay? +
By card via Stripe. We don’t store card details — Stripe handles them securely.
Can I get a refund? +
Yes — full refund within 14 days, no questions asked.
How long will I have access? +
Forever. Once you purchase, the course is yours to revisit anytime.
Will I get a certificate? +
Yes. On completion you'll receive a certificate you can add to your LinkedIn profile.
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