CHAPTER 01: Python Fundamentals
Technique 1 【Concept】Python Installation Guide
Step-by-step setup for Python environments.
Technique 2 【Hands-on】Executing Python Examples from This Book
Configure IDEs (VSCode/Jupyter) to run code snippets.
Technique 3 【Hands-on】Basic Data Types
Strings, integers, floats, and boolean operations.
Technique 4 【Hands-on】Operators & Math Functions
Arithmetic, comparison, and math module usage.
Technique 5 【Hands-on】String Manipulation
Slicing, formatting (f-strings), and regex basics.
... (continues through Technique 16)
CHAPTER 02: Pandas Library
Technique 17 【Hands-on】Pandas Data Structures
Series vs. DataFrame with crypto price examples.
Technique 18 【Hands-on】Data Cleaning
Handling missing values (fillna()) and duplicates.
👉 Master Pandas for crypto analysis
... (continues through Technique 23)
CHAPTER 03: Crypto & Quant Trading Basics
Technique 24 【Concept】Cryptocurrency Assets
BTC/ETH fundamentals vs. altcoins.
Technique 25 【Concept】Stablecoins Explained
USDT, USDC, and algorithmic stablecoins.
... (continues through Technique 36)
CHAPTER 04: Historical Data & Technical Analysis
Technique 37 【Concept】Binance API Python Wrapper
python-binance for OHLCV data fetching.
Technique 38 【Concept】Candlestick (K-line) Anatomy
Open/High/Low/Close pricing structure.
👉 Optimize crypto trading strategies
... (continues through Technique 57)
CHAPTER 05: Building CTA Strategies
Technique 58 【Concept】Backtesting Workflow
Walk-forward vs. Monte Carlo testing.
Technique 59 【Concept】Strategy Design
Mean-reversion vs. momentum approaches.
... (continues through Technique 78)
FAQs
Q: How to avoid overfitting in crypto trading strategies?
A: Use out-of-sample testing (Technique 76) and limit parameter permutations.
Q: Best Python libraries for crypto quantitative finance?
A: Pandas (data), TA-Lib (indicators), Backtrader (backtesting).
Q: WebSocket vs. REST API for real-time data?
A: WebSockets (Technique 81) reduce latency for live trading.
CHAPTER 09: Deployment Challenges
Technique 110 【Concept】Server Time Synchronization
NTP setup to align with exchange timestamps.
Technique 111 【Hands-on】Signal-to-Order Execution
Automated trade routing with error handling.
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